diff --git "a/index.html" "b/index.html"
--- "a/index.html"
+++ "b/index.html"
@@ -1,19 +1,1188 @@
 <!DOCTYPE html>
-<html>
-	<head>
-		<meta charset="utf-8" />
-		<meta name="viewport" content="width=device-width" />
-		<title>My static Space</title>
-		<link rel="stylesheet" href="style.css" />
-	</head>
-	<body>
-		<div class="card">
-			<h1>Welcome to your static Space!</h1>
-			<p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
-			<p>
-				Also don't forget to check the
-				<a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
-			</p>
+<html><head>
+	<title>Treeverse</title>
+	<meta charset="UTF-8">
+	
+	
+	
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+	<script>/**
+ * Functions for dealing with twarc (https://github.com/DocNow/twarc) archives.
+ */
+var Archive;
+(function (Archive) {
+    /**
+     * Escape HTML special characters in the given string.
+     */
+    function escapeHTML(html) {
+        let elem = document.createElement('div');
+        elem.appendChild(document.createTextNode(html));
+        return elem.innerHTML;
+    }
+    /**
+     * Parse an object in the format of a Twitter API response into a
+     * (Tweet, parent id) pair.
+     */
+    function parseTweet(tweetObject) {
+        let tweet = new Tweet();
+        let reply_to_id = tweetObject['in_reply_to_status_id_str'];
+        tweet.avatar = tweetObject['user']['profile_image_url_https'];
+        tweet.bodyHtml = escapeHTML(tweetObject['text']);
+        tweet.bodyText = tweetObject['text'];
+        tweet.id = tweetObject['id_str'];
+        tweet.name = tweetObject['user']['name'];
+        tweet.replies = 0; // Not available in archive data.
+        tweet.username = tweetObject['user']['screen_name'];
+        tweet.time = new Date(tweetObject['created_at']).getTime();
+        return [tweet, reply_to_id];
+    }
+    /**
+     * Create a TweetNode tree from a list where each element is a tweet
+     * in Twitter API format.
+     */
+    function parseTweetsFromArchive(archive) {
+        let nodes = new Map();
+        let rootNode;
+        archive.sort((o1, o2) => {
+            return parseInt(o1.id) - parseInt(o2.id);
+        });
+        let parsedTweets = [];
+        let orphanedTweetCount = 0;
+        for (let i = 0; i < archive.length; i++) {
+            let arcTweet = archive[i];
+            let parseResult;
+            try {
+                parseResult = parseTweet(arcTweet);
+            }
+            catch (err) {
+                let message = `Tweet with id ${arcTweet['id']} parses but missing field.`;
+                alert(message + ' (see console)');
+                console.log(message);
+                console.log(err);
+                console.log(arcTweet);
+                return;
+            }
+            let [tweet, parent] = parseResult;
+            let tweetNode = new TweetNode(tweet);
+            nodes.set(tweet.id, tweetNode);
+            if (i == 0) {
+                rootNode = tweetNode;
+            }
+            else if (!nodes.has(parent)) {
+                console.log('Orphaned tweet: ', arcTweet);
+                orphanedTweetCount += 1;
+            }
+            else {
+                let parentNode = nodes.get(parent);
+                parentNode.children.set(tweet.id, tweetNode);
+            }
+        }
+        if (orphanedTweetCount == 1) {
+            alert('A tweet from the file could not be shown because it is not connected to the root tweet. This can ' +
+                'happen when a tweet in its reply chain has been deleted or made private.');
+        }
+        else if (orphanedTweetCount > 1) {
+            alert(`${orphanedTweetCount} tweets from the file could not be shown because they are not connected to the root tweet. This can ` +
+                'happen when tweets in their reply chain have been deleted or made private.');
+        }
+        return rootNode;
+    }
+    Archive.parseTweetsFromArchive = parseTweetsFromArchive;
+    function parseTweetsFromFile(contents) {
+        let lines = contents.split(/\r?\n/);
+        lines.pop();
+        let objects = [];
+        for (let i = 0; i < lines.length; i++) {
+            try {
+                objects.push(JSON.parse(lines[i]));
+            }
+            catch (err) {
+                let message = `Couldn't parse JSON on line ${i + 1}.`;
+                alert(message + ' (see console)');
+                console.log(message);
+                console.log(err);
+                console.log(lines[i]);
+                return;
+            }
+        }
+        let archiveData = lines.map(JSON.parse);
+        let newRoot = Archive.parseTweetsFromArchive(archiveData);
+        return newRoot;
+    }
+    Archive.parseTweetsFromFile = parseTweetsFromFile;
+})(Archive || (Archive = {}));
+
+var __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {
+    return new (P || (P = Promise))(function (resolve, reject) {
+        function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }
+        function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }
+        function step(result) { result.done ? resolve(result.value) : new P(function (resolve) { resolve(result.value); }).then(fulfilled, rejected); }
+        step((generator = generator.apply(thisArg, _arguments || [])).next());
+    });
+};
+/**
+ * Controller for the "feed" display that shows the conversation
+ * leading up to the selected tweet.
+ */
+class FeedController {
+    constructor(container) {
+        this.container = container;
+    }
+    exitComments(comments) {
+        return __awaiter(this, void 0, void 0, function* () {
+            return new Promise((resolve) => {
+                if (comments.exit().size() == 0) {
+                    resolve();
+                    return;
+                }
+                comments
+                    .exit()
+                    .transition().duration(100)
+                    .on('end', () => resolve())
+                    .style('opacity', 0)
+                    .remove();
+            });
+        });
+    }
+    enterComments(comments) {
+        return __awaiter(this, void 0, void 0, function* () {
+            return new Promise((resolve) => {
+                if (comments.enter().size() == 0) {
+                    resolve();
+                    return;
+                }
+                comments
+                    .enter()
+                    .append('div')
+                    .classed('comment', true)
+                    .each(function (datum) {
+                    if (datum.data instanceof TweetNode) {
+                        let tweet = datum.data.tweet;
+                        let div = d3.select(this);
+                        div
+                            .append('a')
+                            .classed('avatar', true)
+                            .append('img')
+                            .attr('src', tweet.avatar)
+                            .style('height', 'auto')
+                            .style('max-width', '35px')
+                            .style('width', 'auto')
+                            .style('max-height', '35px');
+                        let content = div
+                            .append('div')
+                            .classed('content', true);
+                        content
+                            .append('span')
+                            .classed('author', true)
+                            .html(`${tweet.name} (<a href="${tweet.getUserUrl()}">@${tweet.username}</a>)`);
+                        let body = content
+                            .append('div')
+                            .classed('text', true)
+                            .classed('rtl', tweet.rtl)
+                            .html(tweet.bodyHtml);
+                        body.append('a')
+                            .html(' &rarr;')
+                            .attr('href', tweet.getUrl());
+                        if (tweet.images) {
+                            let imgWidth = 100 / tweet.images.length;
+                            content.append('div')
+                                .classed('extra images', true)
+                                .selectAll('img')
+                                .data(tweet.images)
+                                .enter()
+                                .append('img')
+                                .attr('width', (d) => `${imgWidth}%`)
+                                .attr('src', (d) => d);
+                        }
+                    }
+                })
+                    .style('opacity', 0)
+                    .style('display', 'none')
+                    .transition().duration(100)
+                    .style('display', 'block')
+                    .style('opacity', 1)
+                    .on('start', () => resolve());
+            });
+        });
+    }
+    setFeed(node) {
+        return __awaiter(this, void 0, void 0, function* () {
+            let ancestors = node.ancestors();
+            ancestors.reverse();
+            let comments = d3
+                .select(this.container.getElementsByClassName('comments')[0])
+                .selectAll('div.comment')
+                .data(ancestors, (d) => d.data.getId());
+            yield this.exitComments(comments);
+            yield this.enterComments(comments);
+            d3.transition(null).tween("scroll", () => {
+                let interp = d3.interpolateNumber(this.container.scrollTop, this.container.scrollHeight);
+                return (t) => this.container.scrollTop = interp(t);
+            });
+        });
+    }
+}
+
+/**
+ * Controller for the box with information about Treeverse, as well
+ * as some mode-dependent controls such as a download link and
+ * upload dropbox.
+ */
+class InfoBox {
+    constructor(container) {
+        this.container = container;
+        d3.select(this.container).select('#hideButton').on('click', () => {
+            d3.select(this.container).remove();
+        });
+    }
+    addDownloadButton(callback) {
+        d3.select(this.container)
+            .append('a')
+            .text('Download an offline version of this view')
+            .on('click', callback);
+    }
+    addUploadBox(callback) {
+        let dropZone = d3.select(this.container)
+            .append('div')
+            .classed('dropzone', true)
+            .text('Drop twarc .json output file here.')
+            .on('dragover', () => d3.event.preventDefault())
+            .on('drop', () => {
+            d3.event.preventDefault();
+            d3.event.stopPropagation();
+            let file = d3.event.dataTransfer.files[0];
+            var reader = new FileReader();
+            reader.onload = function (e) {
+                let result = e.target['result'];
+                let newRoot = Archive.parseTweetsFromFile(e.target['result']);
+                if (newRoot) {
+                    callback(newRoot);
+                }
+            };
+            reader.readAsText(file);
+        });
+    }
+}
+
+/**
+ * Contains entry points for bootstrapping the visualization for
+ * different modes.
+ */
+var Treeverse;
+(function (Treeverse) {
+    function initializeForExtension(container, location) {
+        let [_, username, tweetId] = location.hash.match(/#(.+),(.+)/);
+        let controller = new VisualizationController(document.getElementById('container'));
+        controller.setResourceGetter(new ExtensionResourceGetter());
+        let rootTweet = new Tweet();
+        rootTweet.username = username;
+        rootTweet.id = tweetId;
+        controller.fetchTweets(rootTweet);
+    }
+    Treeverse.initializeForExtension = initializeForExtension;
+    function initializeForStaticData(container, staticData) {
+        let controller = new VisualizationController(document.getElementById('container'), true);
+        let root = SerializedTweetNode.toTweetNode(staticData);
+        controller.setInitialTweetData(root);
+    }
+    Treeverse.initializeForStaticData = initializeForStaticData;
+    function initializeForArchiveReader(container) {
+        let controller = new VisualizationController(document.getElementById('container'), true);
+        controller.enableArchiveUpload();
+    }
+    Treeverse.initializeForArchiveReader = initializeForArchiveReader;
+})(Treeverse || (Treeverse = {}));
+
+var __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {
+    return new (P || (P = Promise))(function (resolve, reject) {
+        function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }
+        function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }
+        function step(result) { result.done ? resolve(result.value) : new P(function (resolve) { resolve(result.value); }).then(fulfilled, rejected); }
+        step((generator = generator.apply(thisArg, _arguments || [])).next());
+    });
+};
+class Offline {
+    constructor(resourceGetter) {
+        this.resourceGetter = resourceGetter;
+    }
+    inlineResources(doc) {
+        return __awaiter(this, void 0, void 0, function* () {
+            for (let scriptElement of doc.getElementsByTagName('script')) {
+                let url = scriptElement.getAttribute('src');
+                let content = yield this.resourceGetter.getResource(url);
+                scriptElement.removeAttribute('src');
+                scriptElement.innerHTML = content;
+            }
+            let linkElements = Array.from(doc.getElementsByTagName('link'));
+            for (let linkElement of linkElements) {
+                let url = linkElement.getAttribute('href');
+                let content = yield this.resourceGetter.getResource(url);
+                let styleElement = document.createElement('style');
+                styleElement.setAttribute('type', linkElement.getAttribute('type'));
+                styleElement.innerHTML = content;
+                linkElement.parentNode.appendChild(styleElement);
+                linkElement.remove();
+            }
+            return doc;
+        });
+    }
+    createOfflineHTML(tree) {
+        return __awaiter(this, void 0, void 0, function* () {
+            let treeJson = JSON.stringify(SerializedTweetNode.fromTweetNode(tree));
+            let htmlBody = yield this.resourceGetter.getResource("index.html");
+            let parser = new DOMParser();
+            let doc = parser.parseFromString(htmlBody, 'text/html');
+            doc = yield this.inlineResources(doc);
+            let offlineScript = doc.getElementById('initialization');
+            offlineScript.innerText =
+                `Treeverse.initializeForStaticData(document.getElementById('tweetContainer'), ${treeJson});`;
+            return '<!DOCTYPE html>\n' + doc.documentElement.outerHTML;
+        });
+    }
+}
+class SerializedTweetNode {
+    constructor() {
+        this.children = [];
+    }
+    static fromTweetNode(tn) {
+        let stn = new SerializedTweetNode();
+        stn.tweet = tn.tweet;
+        tn.children.forEach((v) => {
+            if (v instanceof TweetNode) {
+                stn.children.push(SerializedTweetNode.fromTweetNode(v));
+            }
+        });
+        return stn;
+    }
+    static toTweetNode(obj) {
+        let tweet = new Tweet();
+        Object.assign(tweet, obj.tweet);
+        let tn = new TweetNode(tweet);
+        obj.children.forEach((child) => {
+            tn.children.set(child.tweet.id, SerializedTweetNode.toTweetNode(child));
+        });
+        tn.fullyLoaded = true;
+        return tn;
+    }
+}
+
+var __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {
+    return new (P || (P = Promise))(function (resolve, reject) {
+        function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }
+        function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }
+        function step(result) { result.done ? resolve(result.value) : new P(function (resolve) { resolve(result.value); }).then(fulfilled, rejected); }
+        step((generator = generator.apply(thisArg, _arguments || [])).next());
+    });
+};
+/**
+ * Resource getter for when the code is used within a Chrome extension.
+ */
+class ExtensionResourceGetter {
+    getResource(filename) {
+        return __awaiter(this, void 0, void 0, function* () {
+            return new Promise((resolve) => {
+                let url = chrome.extension.getURL(`resources/${filename}`);
+                var xhr = new XMLHttpRequest();
+                xhr.open('GET', url, true);
+                xhr.onreadystatechange = () => {
+                    if (xhr.readyState === XMLHttpRequest.DONE && xhr.status === 200) {
+                        resolve(xhr.responseText);
+                    }
+                };
+                xhr.send();
+            });
+        });
+    }
+}
+/**
+ * Resource getter for when the code is loaded over HTTP. (TODO: incomplete)
+ */
+class HTTPResourceGetter {
+    getResource(filename) {
+        return __awaiter(this, void 0, void 0, function* () {
+            return new Promise((resolve) => {
+                resolve('not yet implemented');
+            });
+        });
+    }
+}
+
+/**
+ * Contains information about an individual tweet.
+ */
+class Tweet {
+    constructor() {
+        this.images = [];
+    }
+    /**
+     * Returns a URL to this tweet on Twitter.
+     */
+    getUrl() {
+        return `https://twitter.com/${this.username}/status/${this.id}`;
+    }
+    /**
+     * Returns a URL to the profile that posted this tweet on Twitter.
+     */
+    getUserUrl() {
+        return `https://twitter.com/${this.username}`;
+    }
+}
+/**
+ * Represents the context of a conversation around a particular tweet. this
+ * consists of the tweet itself, (some of) the tweets before it in its
+ * reply-chain, and (some of) the reply chains that come after it.
+ */
+class TweetContext {
+    constructor() {
+        /** Tweets before this.tweet in the reply-chain. */
+        this.ancestors = [];
+        /** Chains of replies in response to this.tweet. */
+        this.descentants = [];
+    }
+}
+/**
+ * Functions for parsing a response from the twitter API into Tweet and
+ * TweetContext objects.
+ */
+var TweetParser;
+(function (TweetParser) {
+    /**
+     * Given an API response with a conversation continuation, parse and return
+     * the TweetContext.
+     */
+    function parseTweetsFromConversationHTML(response) {
+        let obj = JSON.parse(response);
+        let doc = extractDocFromConversationResponse(response);
+        let context = new TweetContext();
+        context.descentants = parseDescendants(doc.getElementsByTagName('body')[0]);
+        context.continuation = obj.min_position;
+        return context;
+    }
+    TweetParser.parseTweetsFromConversationHTML = parseTweetsFromConversationHTML;
+    /**
+     * Given an API response about a particular tweet, parse and return the
+     * TweetContext.
+     */
+    function parseTweetsFromHtml(response) {
+        let doc = extractDocFromResponse(response);
+        let tweetContext = new TweetContext();
+        let showMoreThreadsButton = doc.getElementsByClassName('ThreadedConversation-showMoreThreadsButton')[0];
+        if (showMoreThreadsButton) {
+            tweetContext.continuation = showMoreThreadsButton.getAttribute('data-cursor');
+        }
+        else {
+            tweetContext.continuation = doc
+                .querySelector('.replies-to .stream-container')
+                .getAttribute('data-min-position');
+        }
+        let ancestorContainer = doc
+            .getElementsByClassName('in-reply-to')[0];
+        let mainTweetContainer = doc
+            .getElementsByClassName('permalink-tweet-container')[0];
+        let descendentsContainer = doc
+            .getElementsByClassName('replies-to')[0];
+        if (ancestorContainer) {
+            tweetContext.ancestors = parseTweetsFromStream(ancestorContainer);
+        }
+        if (mainTweetContainer) {
+            tweetContext.tweet = parseTweetsFromStream(mainTweetContainer)[0];
+        }
+        tweetContext.descentants = parseDescendants(descendentsContainer);
+        return tweetContext;
+    }
+    TweetParser.parseTweetsFromHtml = parseTweetsFromHtml;
+    function parseDescendants(container) {
+        let descendants = container
+            .querySelectorAll('li.ThreadedConversation,li.ThreadedConversation--loneTweet');
+        let result = [];
+        for (let i = 0; i < descendants.length; i++) {
+            let child = descendants[i];
+            result.push(parseTweetsFromStream(child));
+        }
+        return result;
+    }
+    function extractDocFromResponse(response) {
+        let obj = JSON.parse(response);
+        let responseHtml = obj.page;
+        let parser = new DOMParser();
+        let doc = parser.parseFromString(responseHtml, 'text/html');
+        return doc;
+    }
+    function extractDocFromConversationResponse(response) {
+        let obj = JSON.parse(response);
+        let responseHtml = obj.items_html;
+        let parser = new DOMParser();
+        let doc = parser.parseFromString(responseHtml, 'text/html');
+        return doc;
+    }
+    function parseTweetsFromStream(streamContainer) {
+        let tweetStream = [];
+        let tweetElements = streamContainer.getElementsByClassName('tweet');
+        let nextChildren = [];
+        for (let i = 0; i < tweetElements.length; i++) {
+            let tweetElement = tweetElements[i];
+            let tweet = new Tweet();
+            tweet.username = tweetElement.getAttribute('data-screen-name');
+            tweet.name = tweetElement
+                .getElementsByClassName('fullname')[0].innerHTML;
+            tweet.bodyText = tweetElement
+                .getElementsByClassName('tweet-text')[0].textContent;
+            tweet.rtl = tweetElement.getElementsByClassName('tweet-text-rtl').length > 0;
+            tweet.bodyHtml = tweetElement
+                .getElementsByClassName('tweet-text')[0].innerHTML;
+            tweet.id = tweetElement.getAttribute('data-tweet-id');
+            tweet.avatar = tweetElement
+                .getElementsByClassName('avatar')[0].getAttribute('src');
+            tweet.time = Number(tweetElement
+                .getElementsByClassName('_timestamp')[0]
+                .getAttribute('data-time-ms'));
+            tweet.replies = Number(tweetElement
+                .getElementsByClassName('js-actionReply')[0]
+                .getElementsByClassName('ProfileTweet-actionCountForPresentation')[0]
+                .textContent);
+            for (let img of tweetElement.querySelectorAll('.AdaptiveMedia-photoContainer img')) {
+                tweet.images.push(img.getAttribute('src'));
+            }
+            tweetStream.push(tweet);
+            nextChildren = [tweet.id];
+        }
+        return tweetStream;
+    }
+})(TweetParser || (TweetParser = {}));
+
+var __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {
+    return new (P || (P = Promise))(function (resolve, reject) {
+        function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }
+        function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }
+        function step(result) { result.done ? resolve(result.value) : new P(function (resolve) { resolve(result.value); }).then(fulfilled, rejected); }
+        step((generator = generator.apply(thisArg, _arguments || [])).next());
+    });
+};
+/**
+ * Interfaces with Twitter API server.
+ */
+var TweetServer;
+(function (TweetServer) {
+    /**
+     * Requests the TweetContext for a given tweet and returns a promise.
+     */
+    function requestTweets(tweet) {
+        return __awaiter(this, void 0, void 0, function* () {
+            let url = getUrlForTweet(tweet);
+            let response = yield asyncGet(url);
+            return TweetParser.parseTweetsFromHtml(response);
+        });
+    }
+    TweetServer.requestTweets = requestTweets;
+    /**
+     * Requests the continued conversation for a given tweet and continuation
+     * token, and returns a promise.
+     */
+    function requestContinuation(tweet, continuation) {
+        return __awaiter(this, void 0, void 0, function* () {
+            let url = getUrlForConversation(tweet, continuation);
+            let response = yield asyncGet(url);
+            return TweetParser.parseTweetsFromConversationHTML(response);
+        });
+    }
+    TweetServer.requestContinuation = requestContinuation;
+    function asyncGet(url) {
+        return __awaiter(this, void 0, void 0, function* () {
+            return fetch(url, {
+                headers: {
+                    'x-overlay-request': 'true'
+                }
+            }).then((x) => x.text());
+        });
+    }
+    function getUrlForTweet(tweet) {
+        return `https://twitter.com/${tweet.username}/status/${tweet.id}`;
+    }
+    function getUrlForConversation(tweet, continuation) {
+        return `https://twitter.com/i/${tweet.username}/conversation/${tweet.id}?max_position=${continuation}`;
+    }
+})(TweetServer || (TweetServer = {}));
+
+/**
+ * Base class for all tree nodes.
+ */
+class AbstractTreeNode {
+    constructor() {
+        this.children = new Map();
+    }
+    /** Returns a unique ID for this node. */
+    getId() {
+        throw new Error('Not implemented');
+    }
+    /** Returns a d3 hierarchy for the tree rooted at this node. */
+    toHierarchy() {
+        return d3.hierarchy(this, (d) => Array.from(d.children.values()));
+    }
+}
+/**
+ * A tree node representing the existance of more nodes not yet loaded.
+ */
+class HasMoreNode extends AbstractTreeNode {
+    constructor(parent, continuation) {
+        super();
+        this.parent = parent;
+        this.continuation = continuation;
+    }
+    getId() {
+        // Parent continuation string is used so that d3 sees this as a new
+        // HasMoreNode when another HasMoreNode has exited on the same parent.
+        return `${this.parent.getId()}_${this.continuation}`;
+    }
+}
+/**
+ * A tree node representing an individual tweet.
+ */
+class TweetNode extends AbstractTreeNode {
+    constructor(tweet) {
+        super();
+        this.tweet = tweet;
+    }
+    getId() {
+        return this.tweet.id;
+    }
+    /**
+     * Return false iff this tweet has more replies that we know about.
+     */
+    hasMore() {
+        // The fully loaded flag takes precedence because sometimes the
+        // reply count from twitter is greater than the number of tweets
+        // we actually get back from the API. This is probably because of
+        // replies from private accounts.
+        if (this.fullyLoaded)
+            return false;
+        if (this.continuation)
+            return true;
+        return this.children.size < this.tweet.replies;
+    }
+    /** Creates a tree from the given TweetContext and returns the root,
+     *  which is the first ancestor in the context. */
+    static createFromContext(tweetContext) {
+        let root = null;
+        let parent = null;
+        for (let ancestor of tweetContext.ancestors) {
+            var ancestorNode = new TweetNode(ancestor);
+            if (!root) {
+                root = ancestorNode;
+            }
+            ancestorNode = this.addParent(parent, ancestorNode);
+            parent = ancestorNode;
+        }
+        var contextTweetNode = new TweetNode(tweetContext.tweet);
+        contextTweetNode = this.addParent(parent, contextTweetNode);
+        contextTweetNode.addChildrenFromContext(tweetContext);
+        if (!root) {
+            root = contextTweetNode;
+        }
+        return root;
+    }
+    addChildrenFromContext(tweetContext) {
+        for (let descentantGroup of tweetContext.descentants) {
+            let parent = this;
+            for (let descendant of descentantGroup) {
+                var descendantNode = new TweetNode(descendant);
+                TweetNode.addParent(parent, descendantNode);
+                parent = descendantNode;
+            }
+        }
+        this.children.delete(this.hasMoreNodeId);
+        this.continuation = tweetContext.continuation;
+        if (tweetContext.continuation) {
+            this.addHasMoreNode(tweetContext.continuation);
+        }
+        else {
+            this.fullyLoaded = true;
+        }
+    }
+    static addParent(parent, child) {
+        if (!parent || !child) {
+            return child;
+        }
+        if (parent.children.has(child.getId())) {
+            return parent.children.get(child.getId());
+        }
+        parent.children.set(child.getId(), child);
+        return child;
+    }
+    addHasMoreNode(continuation) {
+        let hasMoreNode = new HasMoreNode(this, continuation);
+        TweetNode.addParent(this, hasMoreNode);
+        this.hasMoreNodeId = hasMoreNode.getId();
+    }
+}
+
+/**
+ * Renders the main tree visualization.
+ */
+class TweetVisualization {
+    constructor(svgElement, feed) {
+        this.buildTree(svgElement);
+        this.listeners = d3.dispatch('hover', 'click', 'dblclick');
+        let timeIntervals = [
+            300,
+            600,
+            3600,
+            10800
+        ];
+        let timeColors = [
+            '#FA5050',
+            '#E9FA50',
+            '#F5F1D3',
+            '#47D8F5'
+        ];
+        this.colorScale = d3.scaleSqrt()
+            .domain(timeIntervals)
+            .range(timeColors);
+    }
+    on(eventType, callback) {
+        this.listeners.on(eventType, callback);
+    }
+    ;
+    colorEdge(edgeTarget) {
+        let data = edgeTarget.data;
+        if (data instanceof TweetNode) {
+            let timeDelta = (data.tweet.time - edgeTarget.parent.data.tweet.time) / 1000;
+            return this.colorScale(timeDelta).toString();
+        }
+        else {
+            return '#fff';
+        }
+    }
+    static treeWidth(hierarchy) {
+        let widths = new Map();
+        hierarchy.each((node) => {
+            widths.set(node.depth, (widths.get(node.depth) || 0) + 1);
+        });
+        return Math.max.apply(null, Array.from(widths.values()));
+    }
+    buildTree(container) {
+        this.container = d3.select(container);
+        this.treeGroup = this.container.append('g');
+        this.edges = this.treeGroup.append('g');
+        this.nodes = this.treeGroup.append('g');
+        this.container.on('click', () => { this.selected = null; this.redraw(); });
+        // Set up zoom functionality.
+        this.zoom = d3.zoom()
+            .scaleExtent([0, 2])
+            .on("zoom", () => {
+            let x = d3.event.transform.x;
+            let y = d3.event.transform.y;
+            let scale = d3.event.transform.k;
+            this.treeGroup.attr('transform', `translate(${x} ${y}) scale(${scale})`);
+        });
+        this.container.call(this.zoom);
+        d3.select('body').on('keydown', () => {
+            if (!this.selected) {
+                return;
+            }
+            switch (d3.event.code) {
+                case 'ArrowDown':
+                    if (this.selected.children && this.selected.children.length > 0) {
+                        this.selected = this.selected.children[0];
+                    }
+                    break;
+                case 'ArrowUp':
+                    if (this.selected.parent) {
+                        this.selected = this.selected.parent;
+                    }
+                    break;
+                case 'ArrowLeft':
+                    if (this.selected.parent) {
+                        let i = this.selected.parent.children.indexOf(this.selected);
+                        if (i > 0) {
+                            this.selected = this.selected.parent.children[i - 1];
+                        }
+                    }
+                    break;
+                case 'ArrowRight':
+                    if (this.selected.parent) {
+                        let i = this.selected.parent.children.indexOf(this.selected);
+                        if (i >= 0 && i < this.selected.parent.children.length - 1) {
+                            this.selected = this.selected.parent.children[i + 1];
+                        }
+                    }
+                    break;
+                case 'Space':
+                    this.listeners.call('dblclick', null, this.selected.data);
+                    break;
+                default:
+                    return;
+            }
+            this.redraw();
+            this.listeners.call('hover', null, this.selected);
+        });
+    }
+    zoomToFit() {
+        let clientRect = this.container.node().getBoundingClientRect();
+        let zoomLevel = Math.min(clientRect.height / this.yscale, clientRect.width / this.xscale, 1);
+        this.container.transition().call(this.zoom.transform, d3.zoomIdentity.translate(Math.max(0, (clientRect.width - this.xscale * zoomLevel) / 2), Math.max(20, (clientRect.height - this.yscale * zoomLevel) / 2)).scale(zoomLevel));
+    }
+    setTreeData(tree) {
+        let hierarchy = tree.toHierarchy();
+        let layout = d3.tree().separation((a, b) => a.children || b.children ? 3 : 2)(hierarchy);
+        this.layout = layout;
+        let maxWidth = TweetVisualization.treeWidth(hierarchy);
+        this.xscale = maxWidth * 120;
+        this.yscale = hierarchy.height * 120;
+        this.redraw();
+    }
+    redraw() {
+        if (!this.layout) {
+            return;
+        }
+        let edgeToPath = (d) => {
+            let startX = this.xscale * d.parent.x;
+            let startY = this.yscale * d.parent.y;
+            let endY = this.yscale * d.y;
+            let endX = this.xscale * d.x;
+            return `M${startX},${startY} C${startX},${startY} ${endX},${startY} ${endX},${endY}`;
+        };
+        let duration = 200;
+        let paths = this.edges
+            .selectAll('path')
+            .data(this.layout.descendants().slice(1), (d) => d.data.getId());
+        paths.exit().remove();
+        paths.attr('opacity', 1).transition().duration(duration).attr('d', edgeToPath);
+        paths
+            .enter()
+            .append("path")
+            .attr('d', edgeToPath)
+            .attr('fill', 'none')
+            .attr('stroke-width', 2)
+            .attr('stroke', this.colorEdge.bind(this))
+            .attr('opacity', 0)
+            .transition().delay(duration)
+            .attr('opacity', 1);
+        let descendents = this.layout.descendants();
+        if (this.selected) {
+            // If a node is selected, find the node in the new tree with the same ID and select it.
+            this.selected = descendents.find((d) => d.data.getId() == this.selected.data.getId());
+        }
+        let nodes = this.nodes.selectAll('g')
+            .data(descendents, (d) => d.data.getId());
+        nodes.exit().remove();
+        nodes.transition()
+            .duration(duration)
+            .attr('transform', d => `translate(${(this.xscale * d.x) - 20} ${(this.yscale * d.y) - 20})`);
+        nodes.classed('has_more', (d) => d.data instanceof TweetNode && d.data.hasMore())
+            .classed('selected', (d) => d == this.selected)
+            .attr('opacity', 1);
+        nodes.enter()
+            .append('g')
+            .style('cursor', 'pointer')
+            .on('mouseover', (e) => {
+            if (!this.selected) {
+                this.listeners.call('hover', null, e);
+            }
+        })
+            .on('click', (e) => {
+            if (e.data instanceof TweetNode) {
+                this.listeners.call('hover', null, e);
+                this.selected = e;
+                this.redraw();
+            }
+            d3.event.stopPropagation();
+        })
+            .on('dblclick', (e) => {
+            this.listeners.call('dblclick', null, e.data);
+            d3.event.stopPropagation();
+            this.selected = null;
+        })
+            .classed('has_more', (d) => d.data instanceof TweetNode && d.data.hasMore())
+            .attr('transform', d => `translate(${(this.xscale * d.x) - 20} ${(this.yscale * d.y) - 20})`)
+            .each(function (datum) {
+            let group = d3.select(this);
+            if (datum.data instanceof TweetNode) {
+                let tweet = datum.data.tweet;
+                group.append('image')
+                    .attr('xlink:href', tweet.avatar)
+                    .attr('height', 40)
+                    .attr('width', 40);
+                group.append('rect')
+                    .attr('x', -1)
+                    .attr('y', -1)
+                    .attr('height', 42)
+                    .attr('width', 42)
+                    .attr('stroke', '#ddd')
+                    .attr('stroke-width', '3px')
+                    .attr('rx', "4px")
+                    .attr('fill', 'none');
+                group.append('use')
+                    .classed('has_more_icon', true)
+                    .attr('xlink:href', '#has_more')
+                    .attr('transform', 'scale(0.5) translate(55 55)');
+            }
+            else if (datum.data instanceof HasMoreNode) {
+                group.append('use')
+                    .attr('xlink:href', '#has_more');
+                group.append('rect')
+                    .attr('width', 40)
+                    .attr('height', 40)
+                    .attr('opacity', 0);
+            }
+        })
+            .attr('opacity', 0)
+            .transition().delay(duration)
+            .attr('opacity', 1);
+    }
+}
+
+/**
+ * The controller for the main tree visualization.
+ */
+class VisualizationController {
+    fetchTweets(tweet) {
+        TweetServer.requestTweets(tweet).then((context) => {
+            document.getElementsByTagName('title')[0].innerText =
+                `${context.tweet.username} - "${context.tweet.bodyText}" in Treeverse`;
+            this.setInitialTweetData(TweetNode.createFromContext(context));
+        });
+    }
+    enableArchiveUpload() {
+        this.infoBox.addUploadBox(this.setInitialTweetData.bind(this));
+    }
+    setInitialTweetData(root) {
+        this.tweetTree = root;
+        this.vis.setTreeData(root);
+        this.vis.zoomToFit();
+    }
+    setResourceGetter(resourceGetter) {
+        this.resourceGetter = resourceGetter;
+        this.infoBox.addDownloadButton(this.downloadPage.bind(this));
+    }
+    downloadPage() {
+        var offliner = new Offline(this.resourceGetter);
+        var filename = prompt("What would you like to call the snapshot?", "treeverse.html");
+        if (filename == null) {
+            return;
+        }
+        if (!filename.endsWith('.html')) {
+            filename += '.html';
+        }
+        offliner.createOfflineHTML(this.tweetTree).then((data) => {
+            let blob = new Blob([data], { type: 'text/html' });
+            let downloadLink = document.createElement('a');
+            downloadLink.setAttribute('download', filename);
+            downloadLink.setAttribute('href', window.URL.createObjectURL(blob));
+            downloadLink.click();
+        });
+    }
+    expandNode(node) {
+        if (node instanceof HasMoreNode) {
+            this.expandNode(node.parent);
+        }
+        else if (node instanceof TweetNode) {
+            if (node.continuation) {
+                TweetServer
+                    .requestContinuation(node.tweet, node.continuation)
+                    .then((context) => {
+                    node.addChildrenFromContext(context);
+                    this.vis.setTreeData(this.tweetTree);
+                    if (node.tweet.id == this.tweetTree.tweet.id) {
+                        // Only adjust zoom if this is loading more replies to
+                        // the root tweet.
+                        this.vis.zoomToFit();
+                    }
+                });
+            }
+            else {
+                TweetServer
+                    .requestTweets(node.tweet)
+                    .then((context) => {
+                    node.addChildrenFromContext(context);
+                    this.vis.setTreeData(this.tweetTree);
+                });
+            }
+        }
+    }
+    constructor(container, offline = false) {
+        // TODO: container isn't used.
+        this.feed = new FeedController(document.getElementById('feedContainer'));
+        this.vis = new TweetVisualization(document.getElementById('tree'), this.feed);
+        this.infoBox = new InfoBox(document.getElementById('infoBox'));
+        this.vis.on('hover', this.feed.setFeed.bind(this.feed));
+        if (!offline) {
+            this.vis.on('dblclick', this.expandNode.bind(this));
+        }
+    }
+}
+</script>
+<style type="text/css"> /*
+ * # Semantic UI - 2.2.6
+ * https://github.com/Semantic-Org/Semantic-UI
+ * http://www.semantic-ui.com/
+ *
+ * Copyright 2014 Contributors
+ * Released under the MIT license
+ * http://opensource.org/licenses/MIT
+ *
+ */
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+	<script id="initialization">Treeverse.initializeForStaticData(document.getElementById('tweetContainer'), {"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"ChrisGPotts","name":"Christopher Potts","bodyText":"I'm not sure I'm ready to say quite that, but section 3 of that short commentary I linked to gives my current assessment.","rtl":false,"bodyHtml":"I'm not sure I'm ready to say quite that, but section 3 of that short commentary I linked to gives my current assessment.","id":"1023743953835708422","avatar":"https://pbs.twimg.com/profile_images/2489657624/elm9xc0grliqd8e3w9mg_bigger.png","time":1532914553000,"replies":0}}],"tweet":{"images":[],"username":"fmailhot","name":"not sending our best","bodyText":"Is this the part where you say \"there's no such thing as sentence meaning\"?\n*fingers crossed*","rtl":false,"bodyHtml":"Is this the part where you say \"there's no such thing as sentence meaning\"?\n*fingers crossed*","id":"1023709207160344576","avatar":"https://pbs.twimg.com/profile_images/900209322470367233/tddwrq7R_bigger.jpg","time":1532906269000,"replies":1}}],"tweet":{"images":[],"username":"ChrisGPotts","name":"Christopher Potts","bodyText":"Introducing ML into semantics leads to a reassessment of distinctions like sentence/speaker meaning, and I think this is very healthy. (These issues have been on my mind; I drafted a commentary on @Joe_Pater's Language target article: http://web.stanford.edu/~cgpotts/temp/pater-commentary-by-potts.pdf …)","rtl":false,"bodyHtml":"Introducing ML into semantics leads to a reassessment of distinctions like sentence/speaker meaning, and I think this is very healthy. (These issues have been on my mind; I drafted a commentary on <a href=\"/Joe_Pater\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"831650327208325122\"><s>@</s><b>Joe_Pater</b></a>'s Language target article: <a href=\"https://t.co/JQ7Q0006LU\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://web.stanford.edu/~cgpotts/temp/pater-commentary-by-potts.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://web.stanford.edu/~cgpotts/temp/pater-commentary-by-potts.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">web.stanford.edu/~cgpotts/temp/</span><span class=\"invisible\">pater-commentary-by-potts.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>)","id":"1023674044015472640","avatar":"https://pbs.twimg.com/profile_images/2489657624/elm9xc0grliqd8e3w9mg_bigger.png","time":1532897885000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"I think they will be very soon. :-) I've gotten the impression that everyone has sort of jumped on this bandwagon.","rtl":false,"bodyHtml":"I think they will be very soon. :-) I've gotten the impression that everyone has sort of jumped on this bandwagon.","id":"1023684493834637312","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532900377000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Right, and I think you probably argue that only in a multitask setting would you expect a distinction between sentence meaning and speaker meeting to emerge. But haven't actually seen this evaluated so will be interested to see what comes out of the project!","rtl":false,"bodyHtml":"Right, and I think you probably argue that only in a multitask setting would you expect a distinction between sentence meaning and speaker meeting to emerge. But haven't actually seen this evaluated so will be interested to see what comes out of the project!","id":"1023664520827305984","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532895615000,"replies":2}}],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"It's not clear yet, but I think learning a high-quality \"meaning representation\" is the explicit goal of those projects.","rtl":false,"bodyHtml":"It's not clear yet, but I think learning a high-quality \"meaning representation\" is the explicit goal of those projects.","id":"1023662710700093440","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532895183000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Even in explicitly semantic tasks like RTE & friends, not clear that you're learning a representation of sentence meaning rather than something downstream","rtl":false,"bodyHtml":"Even in explicitly semantic tasks like RTE &amp; friends, not clear that you're learning a representation of sentence meaning rather than something downstream","id":"1023662154551971841","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532895051000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I also think that learning (some sort of) equivalence between the execution semantics of java statements can also be done from surface forms, without needing to know what the execution semantics *are*. Going beyond statements will likely be hard (by reduction to halting problem)","rtl":false,"bodyHtml":"I also think that learning (some sort of) equivalence between the execution semantics of java statements can also be done from surface forms, without needing to know what the execution semantics *are*. Going beyond statements will likely be hard (by reduction to halting problem)","id":"1025015026170699777","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533217600000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Ok, I’m on your side wrt to not being able to do ‘meaning’ or even being close to it. But I do think that (some form of, perhaps simplistic/incomplete) arg structure can be learned from surface alone.","rtl":false,"bodyHtml":"Ok, I’m on your side wrt to not being able to do ‘meaning’ or even being close to it. But I do think that (some form of, perhaps simplistic/incomplete) arg structure can be learned from surface alone.","id":"1025014485742968833","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533217471000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"We discussed argument structure as one part of meaning, but the claim is a more general one. I thought that perhaps by turning to the better understood case of PL semantics, I might sharpen the point.","rtl":false,"bodyHtml":"We discussed argument structure as one part of meaning, but the claim is a more general one. I thought that perhaps by turning to the better understood case of PL semantics, I might sharpen the point.","id":"1025014056460017664","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533217369000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"But we discussed argument structure and composition, this is very far from execution semantics in NL.","rtl":false,"bodyHtml":"But we discussed argument structure and composition, this is very far from execution semantics in NL.","id":"1025013757137903616","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533217298000,"replies":1}},{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"The semantics of individual terms may be orthogonal but semantics qua compositionality surely isn't because the argument is that structured form gets you the structure of the meaning, even if not the content. The pragmatics-only position includes compositionality as pragmatic.","rtl":false,"bodyHtml":"The semantics of individual terms may be orthogonal but semantics qua compositionality surely isn't because the argument is that structured form gets you the structure of the meaning, even if not the content. The pragmatics-only position includes compositionality as pragmatic.","id":"1025070563910471680","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533230841000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I think that's orthogonal to this debate then --- it doesn't matter for these purposes if meaning is semantics or only situated pragmatics. Neither is accessible from the form alone.","rtl":false,"bodyHtml":"I think that's orthogonal to this debate then --- it doesn't matter for these purposes if meaning is semantics or only situated pragmatics. Neither is accessible from the form alone.","id":"1025068146741325824","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533230265000,"replies":1}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"Indeed, that's how 'use' is used in these debates; my point was that the philosophical literature is not convinced that that distinction should be made in the discussion, i.e. some would say that there is no such thing as learned semantics, there is *only* situated pragmatics.","rtl":false,"bodyHtml":"Indeed, that's how 'use' is used in these debates; my point was that the philosophical literature is not convinced that that distinction should be made in the discussion, i.e. some would say that there is no such thing as learned semantics, there is *only* situated pragmatics.","id":"1025066713006657537","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533229923000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"That's not the scenario we're talking about when the claim is that a NN trained on an LM task is learning 'meaning' representations.","rtl":false,"bodyHtml":"That's not the scenario we're talking about when the claim is that a NN trained on an LM task is learning 'meaning' representations.","id":"1025003506158034944","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533214854000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I'm no philosopher, but I'm fairly certain that in these debates, 'use' is still situated use with all the additional cues to what the speaker is intending to communicate.","rtl":false,"bodyHtml":"I'm no philosopher, but I'm fairly certain that in these debates, 'use' is still situated use with all the additional cues to what the speaker is intending to communicate.","id":"1025003423521886209","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533214834000,"replies":1}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":".@jacobandreas Almost (imo). Claiming that “X has learned to represent meaning” is likely to have @emilymbender (w/ an angry mob of ling’s) with a shotgun at your door, but perhaps a truce can be achieved if rephrased to, say, “X has learned a rep for a semantic subtask”","rtl":false,"bodyHtml":".<a href=\"/jacobandreas\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"2210861\"><s>@</s><b>jacobandreas</b></a> Almost (imo). Claiming that “X has learned to represent meaning” is likely to have <a href=\"/emilymbender\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"172179385\"><s>@</s><b>emilymbender</b></a> (w/ an angry mob of ling’s) with a shotgun at your door, but perhaps a truce can be achieved if rephrased to, say, “X has learned a rep for a semantic subtask”","id":"1024292826832625670","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1533045415000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Exactly this! And I think the crux of the disagreement here is: if computational model X and natural language generate families of instructions that are isomorphic, should we conclude that X has learned to represent meaning even if X lacks the rest of the apparatus?","rtl":false,"bodyHtml":"Exactly this! And I think the crux of the disagreement here is: if computational model X and natural language generate families of instructions that are isomorphic, should we conclude that X has learned to represent meaning even if X lacks the rest of the apparatus?","id":"1024128933933936640","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533006339000,"replies":1}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"I think if we buy into compositionality, we really must model forms as mapping to LFs instead because uses do not compose and LFs seem to be what parse trees are really for but LFs aren't meanings themselves; they're instructions for a conceptual apparatus to construct meaning.","rtl":false,"bodyHtml":"I think if we buy into compositionality, we really must model forms as mapping to LFs instead because uses do not compose and LFs seem to be what parse trees are really for but LFs aren't meanings themselves; they're instructions for a conceptual apparatus to construct meaning.","id":"1024115628058337282","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533003167000,"replies":1}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"A use-first account seems to be favoured in computational circles but then I don't see what role could possibly be served by logical representations of meaning because a use account precludes determinacy of meaning; the only kind of meaning available to you is behavioural assent-","rtl":false,"bodyHtml":"A use-first account seems to be favoured in computational circles but then I don't see what role could possibly be served by logical representations of meaning because a use account precludes determinacy of meaning; the only kind of meaning available to you is behavioural assent-","id":"1024115596181549056","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533003159000,"replies":1}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"Taking translation as a case in point, I think we want to be careful to say that what determines two forms mapping to one another is their *use*; you then have all your philosophical problems ahead of you in determining whether use prescribes meaning or meaning prescribes use-","rtl":false,"bodyHtml":"Taking translation as a case in point, I think we want to be careful to say that what determines two forms mapping to one another is their *use*; you then have all your philosophical problems ahead of you in determining whether use prescribes meaning or meaning prescribes use-","id":"1024115549046009856","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533003148000,"replies":2}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"Just catching up, if the thread is Searle vs. Critics, it's also a little bit of Quine vs. Fodor in the sense that the grounding of meaning may not be as important as which of form and meaning we take to be our chicken and which our egg-","rtl":false,"bodyHtml":"Just catching up, if the thread is Searle vs. Critics, it's also a little bit of Quine vs. Fodor in the sense that the grounding of meaning may not be as important as which of form and meaning we take to be our chicken and which our egg-","id":"1024115493119172609","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533003135000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I thought the thread already been there from the start, no?","rtl":false,"bodyHtml":"I thought the thread already been there from the start, no?","id":"1024033805450051595","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532983659000,"replies":0}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"Please tell me this hasn't devolved into a discussion of the Chinese Room Argument :)","rtl":false,"bodyHtml":"Please tell me this hasn't devolved into a discussion of the Chinese Room Argument :)","id":"1024033261885026304","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532983529000,"replies":2}},{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"You need the meaning in order to evaluate, not in order to execute.","rtl":false,"bodyHtml":"You need the meaning in order to evaluate, not in order to execute.","id":"1024032304367316993","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532983301000,"replies":0}}],"tweet":{"images":[],"username":"jekbradbury","name":"James Bradbury","bodyText":"But what determines that two forms map to each other is precisely their meanings...","rtl":false,"bodyHtml":"But what determines that two forms map to each other is precisely their meanings...","id":"1024032062259359744","avatar":"https://pbs.twimg.com/profile_images/680634268129849344/Hz2wZ2v7_bigger.jpg","time":1532983243000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"or mapping forms?","rtl":false,"bodyHtml":"or mapping forms?","id":"1024031931925782528","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532983212000,"replies":1}}],"tweet":{"images":[],"username":"jekbradbury","name":"James Bradbury","bodyText":"Translation is basically mapping meanings from one language to another; if we argue that translation can take place in the realm of form alone then so can textual entailment etc. (And we’re left with visual grounding as the only thing form can’t do)","rtl":false,"bodyHtml":"Translation is basically mapping meanings from one language to another; if we argue that translation can take place in the realm of form alone then so can textual entailment etc. (And we’re left with visual grounding as the only thing form can’t do)","id":"1024031613187809280","avatar":"https://pbs.twimg.com/profile_images/680634268129849344/Hz2wZ2v7_bigger.jpg","time":1532983136000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Why do you say it learns meaning though?","rtl":false,"bodyHtml":"Why do you say it learns meaning though?","id":"1024030313889128450","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532982827000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Supervised MT doesn’t give you the oracle either. It only gives you examples. In an unsupervised MT, the examples just come in a different form. I agree it is more challenging / more impressive. But it also doesn’t really work.","rtl":false,"bodyHtml":"Supervised MT doesn’t give you the oracle either. It only gives you examples. In an unsupervised MT, the examples just come in a different form. I agree it is more challenging / more impressive. But it also doesn’t really work.","id":"1024038771833102338","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532984843000,"replies":0}}],"tweet":{"images":[],"username":"jekbradbury","name":"James Bradbury","bodyText":"Those tasks can be formulated as \"during training, you have an oracle that evaluates some f(m1, m2) for you. at test time, you can too!\"\nSo the conclusion there is that knowing f(m1, m2) isn't the same as knowing m.\nBut \"unsupervised MT\" doesn't even give you an f(m1, m2) oracle.","rtl":false,"bodyHtml":"Those tasks can be formulated as \"during training, you have an oracle that evaluates some f(m1, m2) for you. at test time, you can too!\"\nSo the conclusion there is that knowing f(m1, m2) isn't the same as knowing m.\nBut \"unsupervised MT\" doesn't even give you an f(m1, m2) oracle.","id":"1024037047516913664","avatar":"https://pbs.twimg.com/profile_images/680634268129849344/Hz2wZ2v7_bigger.jpg","time":1532984432000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"iiacobac","name":"依納爵 (Yakko) <span class=\"Emoji Emoji--forLinks\" style=\"background-image:url('https://abs.twimg.com/emoji/v2/72x72/1f914.png')\" title=\"Visage songeur\" aria-label=\"Emoji: Visage songeur\">&nbsp;</span><span class=\"visuallyhidden\" aria-hidden=\"true\">🤔</span>","bodyText":"It is the same with synonyms. There are no such thing as real synonyms. In some contexts the substitution may sound unnatural or even change the whole sentence.","rtl":false,"bodyHtml":"It is the same with synonyms. There are no such thing as real synonyms. In some contexts the substitution may sound unnatural or even change the whole sentence.","id":"1024050683299987456","avatar":"https://pbs.twimg.com/profile_images/930004141862277120/ZF9FmRVB_bigger.jpg","time":1532987683000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"...which is why you don’t want “same meaning” but some better notion. It is really really hard to find to sentences with the exact same meaning.","rtl":false,"bodyHtml":"...which is why you don’t want “same meaning” but some better notion. It is really really hard to find to sentences with the exact same meaning.","id":"1024048014757949440","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987047000,"replies":1}}],"tweet":{"images":[],"username":"iiacobac","name":"依納爵 (Yakko) <span class=\"Emoji Emoji--forLinks\" style=\"background-image:url('https://abs.twimg.com/emoji/v2/72x72/1f914.png')\" title=\"Visage songeur\" aria-label=\"Emoji: Visage songeur\">&nbsp;</span><span class=\"visuallyhidden\" aria-hidden=\"true\">🤔</span>","bodyText":"True, but that's related with the granularity of the senses. In some contexts, having or not a contract would be irrelevant.","rtl":false,"bodyHtml":"True, but that's related with the granularity of the senses. In some contexts, having or not a contract would be irrelevant.","id":"1024047281295777792","avatar":"https://pbs.twimg.com/profile_images/930004141862277120/ZF9FmRVB_bigger.jpg","time":1532986872000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"For example one sentence entails that the employee had a contract while the other does not.","rtl":false,"bodyHtml":"For example one sentence entails that the employee had a contract while the other does not.","id":"1024046049047011330","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532986578000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Yes. These sentences do not have the same meaning. (The meaning are of course very close / related, but if you consider @sleepinyourhat ‘s suggestion of looking at the set of entailed sentences for each, the sets will not be identical)","rtl":false,"bodyHtml":"Yes. These sentences do not have the same meaning. (The meaning are of course very close / related, but if you consider <a href=\"/sleepinyourhat\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"338526004\"><s>@</s><b>sleepinyourhat</b></a> ‘s suggestion of looking at the set of entailed sentences for each, the sets will not be identical)","id":"1024045328587210752","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532986406000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"iiacobac","name":"依納爵 (Yakko) <span class=\"Emoji Emoji--forLinks\" style=\"background-image:url('https://abs.twimg.com/emoji/v2/72x72/1f914.png')\" title=\"Visage songeur\" aria-label=\"Emoji: Visage songeur\">&nbsp;</span><span class=\"visuallyhidden\" aria-hidden=\"true\">🤔</span>","bodyText":"A less polote sentence may be seen with different meaning in a different context.","rtl":false,"bodyHtml":"A less polote sentence may be seen with different meaning in a different context.","id":"1024044899912634368","avatar":"https://pbs.twimg.com/profile_images/930004141862277120/ZF9FmRVB_bigger.jpg","time":1532986304000,"replies":0}}],"tweet":{"images":[],"username":"iiacobac","name":"依納爵 (Yakko) <span class=\"Emoji Emoji--forLinks\" style=\"background-image:url('https://abs.twimg.com/emoji/v2/72x72/1f914.png')\" title=\"Visage songeur\" aria-label=\"Emoji: Visage songeur\">&nbsp;</span><span class=\"visuallyhidden\" aria-hidden=\"true\">🤔</span>","bodyText":"It's impossible in the sense that two sentences may represent the same but have different implications\n\"The contract of the employee was terminated\" and \"the employee was fired\" means the same but the second one is harsher.","rtl":false,"bodyHtml":"It's impossible in the sense that two sentences may represent the same but have different implications\n\"The contract of the employee was terminated\" and \"the employee was fired\" means the same but the second one is harsher.","id":"1024044651953762304","avatar":"https://pbs.twimg.com/profile_images/930004141862277120/ZF9FmRVB_bigger.jpg","time":1532986245000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Also, “same meaning” is really nearly impossible anyhow, there are hardly any such pairs. Need to go for something like entailment. And there things explode and gets much harder.","rtl":false,"bodyHtml":"Also, “same meaning” is really nearly impossible anyhow, there are hardly any such pairs. Need to go for something like entailment. And there things explode and gets much harder.","id":"1024043259398643712","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532985913000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Turing test is crap / can be cheated very easily / tests the human at least as much as it tests the machine.","rtl":false,"bodyHtml":"Turing test is crap / can be cheated very easily / tests the human at least as much as it tests the machine.","id":"1024042927482388482","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532985834000,"replies":1}}],"tweet":{"images":[],"username":"iiacobac","name":"依納爵 (Yakko) <span class=\"Emoji Emoji--forLinks\" style=\"background-image:url('https://abs.twimg.com/emoji/v2/72x72/1f914.png')\" title=\"Visage songeur\" aria-label=\"Emoji: Visage songeur\">&nbsp;</span><span class=\"visuallyhidden\" aria-hidden=\"true\">🤔</span>","bodyText":"If a system identifies same meaning sentences as good as humans does, there is no reason to deny that the system is handling meanings. It is like a Turing test.","rtl":false,"bodyHtml":"If a system identifies same meaning sentences as good as humans does, there is no reason to deny that the system is handling meanings. It is like a Turing test.","id":"1024042544823459840","avatar":"https://pbs.twimg.com/profile_images/930004141862277120/ZF9FmRVB_bigger.jpg","time":1532985743000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Still not meaning imo.","rtl":false,"bodyHtml":"Still not meaning imo.","id":"1024040047367135232","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532985147000,"replies":1}}],"tweet":{"images":[],"username":"iiacobac","name":"依納爵 (Yakko) <span class=\"Emoji Emoji--forLinks\" style=\"background-image:url('https://abs.twimg.com/emoji/v2/72x72/1f914.png')\" title=\"Visage songeur\" aria-label=\"Emoji: Visage songeur\">&nbsp;</span><span class=\"visuallyhidden\" aria-hidden=\"true\">🤔</span>","bodyText":"We have a lot of WSD tasks which identify different senses in addition to tasks as lexical substitution which aims to change a word in a sentence keeping the whole meaning","rtl":false,"bodyHtml":"We have a lot of WSD tasks which identify different senses in addition to tasks as lexical substitution which aims to change a word in a sentence keeping the whole meaning","id":"1024039697163710464","avatar":"https://pbs.twimg.com/profile_images/930004141862277120/ZF9FmRVB_bigger.jpg","time":1532985064000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I have the impression Emily would disagree, perhaps?","rtl":false,"bodyHtml":"I have the impression Emily would disagree, perhaps?","id":"1024041066113245184","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532985390000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Of course semantic parsing is not about meaning.","rtl":false,"bodyHtml":"Of course semantic parsing is not about meaning.","id":"1024040591229968384","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532985277000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"Indeed. If we consider RTE or translation to be mappings between forms with no need for access to meaning, we could make a similar argument about semantic parsing.","rtl":false,"bodyHtml":"Indeed. If we consider RTE or translation to be mappings between forms with no need for access to meaning, we could make a similar argument about semantic parsing.","id":"1024040287683977217","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532985204000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I agree that behavior, or rather some form of interaction, is probably the key here.","rtl":false,"bodyHtml":"I agree that behavior, or rather some form of interaction, is probably the key here.","id":"1024039024476938240","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532984903000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"Yeah this argument is getting dangerously close to the one about philosophical zombies.","rtl":false,"bodyHtml":"Yeah this argument is getting dangerously close to the one about philosophical zombies.","id":"1024038471395143681","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532984771000,"replies":1}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"I don't think we're going to get very far without a behavioral test that distinguishes a system that *actually* has access to meaning from one that only fakes having access to meaning.","rtl":false,"bodyHtml":"I don't think we're going to get very far without a behavioral test that distinguishes a system that *actually* has access to meaning from one that only fakes having access to meaning.","id":"1024037513013420032","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532984543000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Anyways, I always thought the whole idea of Translation / RTE / other text2text stuff is that you can perform the reasonably well without access to meaning.","rtl":false,"bodyHtml":"Anyways, I always thought the whole idea of Translation / RTE / other text2text stuff is that you can perform the reasonably well without access to meaning.","id":"1024035884931399685","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532984155000,"replies":2}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"Exactly. So lexical semantics isn't meaning, RTE isn't meaning. So what is it?","rtl":false,"bodyHtml":"Exactly. So lexical semantics isn't meaning, RTE isn't meaning. So what is it?","id":"1024032287162347522","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532983297000,"replies":1}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"200 mentions later and I still don't understand what anyone in this discussion means by meaning","rtl":false,"bodyHtml":"200 mentions later and I still don't understand what anyone in this discussion means by meaning","id":"1024031427254525952","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532983092000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I wouldn’t be terribly surprised if someone will manage to get that to go “pretty far” actually. (still not meaning though)","rtl":false,"bodyHtml":"I wouldn’t be terribly surprised if someone will manage to get that to go “pretty far” actually. (still not meaning though)","id":"1024030653195669516","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532982907000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"That's an interesting result, but I don't think it actually shows that anything is learning meaning. You wouldn't expect word embeddings learned from monolingual corpora & then aligned to say, work in image captioning.","rtl":false,"bodyHtml":"That's an interesting result, but I don't think it actually shows that anything is learning meaning. You wouldn't expect word embeddings learned from monolingual corpora &amp; then aligned to say, work in image captioning.","id":"1024022264159789059","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532980907000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"I agree.  A NN will learn enough to game the intended objective function so it appears to perform well.  It can't magically conjure up meaning without understanding interaction with the world.","rtl":false,"bodyHtml":"I agree.  A NN will learn enough to game the intended objective function so it appears to perform well.  It can't magically conjure up meaning without understanding interaction with the world.","id":"1024033158193471488","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532983505000,"replies":0}}],"tweet":{"images":[],"username":"jekbradbury","name":"James Bradbury","bodyText":"I think the task that poses the strongest threat to the notion that NNs trained only on form can never learn meaning is unsupervised neural MT (i.e., learning translation from non-parallel corpora). Just performing statistical alignment of word embedding spaces gets pretty far!","rtl":false,"bodyHtml":"I think the task that poses the strongest threat to the notion that NNs trained only on form can never learn meaning is unsupervised neural MT (i.e., learning translation from non-parallel corpora). Just performing statistical alignment of word embedding spaces gets pretty far!","id":"1023970950008594442","avatar":"https://pbs.twimg.com/profile_images/680634268129849344/Hz2wZ2v7_bigger.jpg","time":1532968673000,"replies":3}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"This is also distinct from the empirical question of whether LMs actually learn these things from real corpora; in practice they seem to miss a bunch. (See e.g. this cool paper from Li Lucy and @j_gauthier https://arxiv.org/pdf/1705.11168.pdf …)","rtl":false,"bodyHtml":"This is also distinct from the empirical question of whether LMs actually learn these things from real corpora; in practice they seem to miss a bunch. (See e.g. this cool paper from Li Lucy and <a href=\"/j_gauthier\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"14137617\"><s>@</s><b>j_gauthier</b></a> <a href=\"https://t.co/70MXhonDpt\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://arxiv.org/pdf/1705.11168.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://arxiv.org/pdf/1705.11168.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">arxiv.org/pdf/1705.11168</span><span class=\"invisible\">.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>)","id":"1023730378010292224","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532911316000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"In this sense I don't think it's necessarily useful (or always possible) to draw a hard distinction between \"meanings\" and \"not meanings\"---it's a continuum. (\"meaning, but missing a little extra computation\", \"meaning, but only 95% accurate\")","rtl":false,"bodyHtml":"In this sense I don't think it's necessarily useful (or always possible) to draw a hard distinction between \"meanings\" and \"not meanings\"---it's a continuum. (\"meaning, but missing a little extra computation\", \"meaning, but only 95% accurate\")","id":"1023729674466222082","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532911149000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"A more general version of @ChrisGPotts's \"learning conflates sent meanings and speaker meanings\" is \"learning conflates 'meanings' with 'intermediate states of computations performed on meanings'\".","rtl":false,"bodyHtml":"A more general version of <a href=\"/ChrisGPotts\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"408714449\"><s>@</s><b>ChrisGPotts</b></a>'s \"learning conflates sent meanings and speaker meanings\" is \"learning conflates 'meanings' with 'intermediate states of computations performed on meanings'\".","id":"1023728842504978432","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532910950000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Only now the only way we can distinguish \"strings are meaning representations\" from \"LMs produce meaning representations\" (or even \"logical form autoencoders produce meaning representations\") is some vague \"simplicity\" criterion","rtl":false,"bodyHtml":"Only now the only way we can distinguish \"strings are meaning representations\" from \"LMs produce meaning representations\" (or even \"logical form autoencoders produce meaning representations\") is some vague \"simplicity\" criterion","id":"1023727972694421504","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532910743000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"But this is a slippery slope: I can also construct a not-so-simple model that transforms an NL sentence directly into our chosen logical language. If you believe in meaning representations, whatever you think they are, they're definitely distinct from surface sentences.","rtl":false,"bodyHtml":"But this is a slippery slope: I can also construct a not-so-simple model that transforms an NL sentence directly into our chosen logical language. If you believe in meaning representations, whatever you think they are, they're definitely distinct from surface sentences.","id":"1023727559077326848","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532910644000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"and the last step is just a mechanical translation from vector space into our chosen discrete alphabet. Since we don't usually think of a world model or an inventory of semantic primitives as part of the meaning of an _individual_ sentence, seems like the LM rep is a meaning rep","rtl":false,"bodyHtml":"and the last step is just a mechanical translation from vector space into our chosen discrete alphabet. Since we don't usually think of a world model or an inventory of semantic primitives as part of the meaning of an _individual_ sentence, seems like the LM rep is a meaning rep","id":"1023726652113661953","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532910428000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Both components are required, and you can't assume that a complete solution to one would obviate the need for the other.","rtl":false,"bodyHtml":"Both components are required, and you can't assume that a complete solution to one would obviate the need for the other.","id":"1025446571943452672","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533320489000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I think we're still talking about language in part. *Any* full-fledged dialogue system etc will need to also do reasoning about the world. This doesn't mean it isn't also concerned with understanding language.","rtl":false,"bodyHtml":"I think we're still talking about language in part. *Any* full-fledged dialogue system etc will need to also do reasoning about the world. This doesn't mean it isn't also concerned with understanding language.","id":"1025446461759078400","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533320463000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Yeah it’s just (one of the many) trivial examples where perfect LM entails solving not only all of language but also all of AI. Which I guess is why all the AGI crowd are so excited about it.","rtl":false,"bodyHtml":"Yeah it’s just (one of the many) trivial examples where perfect LM entails solving not only all of language but also all of AI. Which I guess is why all the AGI crowd are so excited about it.","id":"1025485692347056128","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533329816000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"alexandersclark","name":"Alexander Clark","bodyText":"Language modelling isn’t just about modelling language","rtl":false,"bodyHtml":"Language modelling isn’t just about modelling language","id":"1025627833475977216","avatar":"https://pbs.twimg.com/profile_images/2809947286/8a34b9b4a8a7a017baf5d3622774572e_bigger.jpeg","time":1533363705000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"yeah, just saying that once we start talking about modeling this sentence we're not really talking about language anymore....","rtl":false,"bodyHtml":"yeah, just saying that once we start talking about modeling this sentence we're not really talking about language anymore....","id":"1025446082078105600","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533320372000,"replies":3}},{"children":[],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"Well you do need SOME programming language to factorize that integer.","rtl":false,"bodyHtml":"Well you do need SOME programming language to factorize that integer.","id":"1025445122476060673","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1533320143000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Not in this part of the thread, I don't think.  Java came in here:https://twitter.com/emilymbender/status/1025002835467890689 …","rtl":false,"bodyHtml":"Not in this part of the thread, I don't think.  Java came in here:<a href=\"https://t.co/xKiD1UVD7t\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://twitter.com/emilymbender/status/1025002835467890689\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://twitter.com/emilymbender/status/1025002835467890689\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">twitter.com/emilymbender/s</span><span class=\"invisible\">tatus/1025002835467890689</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025442990565683201","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533319635000,"replies":2}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"So now we're trying to get a Java complier from our language modeling data?","rtl":false,"bodyHtml":"So now we're trying to get a Java complier from our language modeling data?","id":"1025415447670214656","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533313068000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"Yes, exactly. :)","rtl":false,"bodyHtml":"Yes, exactly. :)","id":"1025430567137959937","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533316673000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"kchonyc","name":"Kyunghyun Cho","bodyText":"oh no! we are the oracles of our own languages? :p","rtl":false,"bodyHtml":"oh no! we are the oracles of our own languages? :p","id":"1025428935004364800","avatar":"https://pbs.twimg.com/profile_images/1388569674/choco_bigger.jpg","time":1533316284000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"will add that whatever your position on the content-from-form Q, once you can complete that sentence with the right factorization, you're definitely not talking about a model of human language but rather some general-purpose computational oracle that happens to consume strings","rtl":false,"bodyHtml":"will add that whatever your position on the content-from-form Q, once you can complete that sentence with the right factorization, you're definitely not talking about a model of human language but rather some general-purpose computational oracle that happens to consume strings","id":"1025428009958789120","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533316063000,"replies":2}},{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"Further, \"screaming into the void\" as a response is not something I've received before as a response on twitter, or elsewhere.","rtl":false,"bodyHtml":"Further, \"screaming into the void\" as a response is not something I've received before as a response on twitter, or elsewhere.","id":"1025429759080030208","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533316480000,"replies":0}}],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"I've been studying it for nearly 25 years, and also have recent state of the art research on LMs using surface forms. I'm well aware of what you're trying to say, and have read much of your work.\n\nI do not think you have supported your claim, or stated it clearly.","rtl":false,"bodyHtml":"I've been studying it for nearly 25 years, and also have recent state of the art research on LMs using surface forms. I'm well aware of what you're trying to say, and have read much of your work.\n\nI do not think you have supported your claim, or stated it clearly.","id":"1025427576641089536","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533315960000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"But so much DL work seems not only uninterested in learning what that field has to say about the problem of modeling language but actually entirely unaware of it.","rtl":false,"bodyHtml":"But so much DL work seems not only uninterested in learning what that field has to say about the problem of modeling language but actually entirely unaware of it.","id":"1025422168232845312","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533314670000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Meanwhile, there’s an entire academic field of study, with departments and research institutes all over the world, dedicated to analyzing language, how it’s used, how it’s learned, and how it’s structured and building models of language.","rtl":false,"bodyHtml":"Meanwhile, there’s an entire academic field of study, with departments and research institutes all over the world, dedicated to analyzing language, how it’s used, how it’s learned, and how it’s structured and building models of language.","id":"1025422113698545664","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533314657000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Because I understand \"LM research\" to refer to building models trained on surface forms to predict what comes next in the surface form. And what I've been trying to say throughout this whole conversation is that that does not get you the meaning side of language.","rtl":false,"bodyHtml":"Because I understand \"LM research\" to refer to building models trained on surface forms to predict what comes next in the surface form. And what I've been trying to say throughout this whole conversation is that that does not get you the meaning side of language.","id":"1025422027069353984","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533314637000,"replies":1}}],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"Why?","rtl":false,"bodyHtml":"Why?","id":"1025403755498549250","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533310281000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"*screams into the void*","rtl":false,"bodyHtml":"*screams into the void*","id":"1025399463680987136","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533309257000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"I've found that many NLP researchers I've spoken to have been surprised at what is learned even in our current very limited LMs, e.g. which allows for excellent sentiment classification with just 100 examples\nhttp://nlp.fast.ai/classification/2018/05/15/introducting-ulmfit.html …","rtl":false,"bodyHtml":"I've found that many NLP researchers I've spoken to have been surprised at what is learned even in our current very limited LMs, e.g. which allows for excellent sentiment classification with just 100 examples\n<a href=\"https://t.co/T0FurAWwlx\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://nlp.fast.ai/classification/2018/05/15/introducting-ulmfit.html\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://nlp.fast.ai/classification/2018/05/15/introducting-ulmfit.html\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">nlp.fast.ai/classification</span><span class=\"invisible\">/2018/05/15/introducting-ulmfit.html</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025408697185357824","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533311459000,"replies":0}}],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"Yup - this is a great example of why LM research is a deep and interesting field, and why *really* good LMs must understood a lot!","rtl":false,"bodyHtml":"Yup - this is a great example of why LM research is a deep and interesting field, and why *really* good LMs must understood a lot!","id":"1025399276363337729","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533309213000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"“The primes to which 86372637218 factorizes are ____”","rtl":false,"bodyHtml":"“The primes to which 86372637218 factorizes are ____”","id":"1025392569398829057","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533307614000,"replies":2}},{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"No. The question is whether we can learn *some* meaning from language alone. Replace \"perfect\" LM with \"human level\" LM for an equivalent argument","rtl":false,"bodyHtml":"No. The question is whether we can learn *some* meaning from language alone. Replace \"perfect\" LM with \"human level\" LM for an equivalent argument","id":"1025403644219351041","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533310254000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"sreecharan93","name":"Sree VeryLongLastName","bodyText":"I don’t think that’s it. Both options are meaningful. Doesn’t have to reflect reality.","rtl":false,"bodyHtml":"I don’t think that’s it. Both options are meaningful. Doesn’t have to reflect reality.","id":"1025385432748646405","avatar":"https://pbs.twimg.com/profile_images/917424727441969153/nq6LwSKV_bigger.jpg","time":1533305912000,"replies":0}}],"tweet":{"images":[],"username":"honnibal","name":"Matthew Honnibal","bodyText":"Is this as simple as:\n\n\"Flip a coin\"\n\"Okay, flipped\"\n\"I see it landed on ___\n\nObviously no training gives the \"LM\" better than 50% here. You need eyes to see.","rtl":false,"bodyHtml":"Is this as simple as:\n\n\"Flip a coin\"\n\"Okay, flipped\"\n\"I see it landed on ___\n\nObviously no training gives the \"LM\" better than 50% here. You need eyes to see.","id":"1025373941706223617","avatar":"https://pbs.twimg.com/profile_images/699259760265338880/v4j33DBl_bigger.png","time":1533303172000,"replies":3}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I've been taking \"LM\" (in this discussion) to refer to something trained from forms alone.  So: \"cannot be learned from forms alone\".","rtl":false,"bodyHtml":"I've been taking \"LM\" (in this discussion) to refer to something trained from forms alone.  So: \"cannot be learned from forms alone\".","id":"1025372056244768769","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533302723000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":"Suggest proof of concept: take @jacobandreas ‘s isomorphic future LM and train another model M to map states & output to JVM, then run the simulated beast. See if result is same (or similar for partial credit / Lang change??) as same source run in JVM.","rtl":false,"bodyHtml":"Suggest proof of concept: take <a href=\"/jacobandreas\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"2210861\"><s>@</s><b>jacobandreas</b></a> ‘s isomorphic future LM and train another model M to map states &amp; output to JVM, then run the simulated beast. See if result is same (or similar for partial credit / Lang change??) as same source run in JVM.","id":"1025339175678234625","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1533294884000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"To clarify, “not possible” or “cannot be learned from forms alone”?","rtl":false,"bodyHtml":"To clarify, “not possible” or “cannot be learned from forms alone”?","id":"1025249055281225728","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533273397000,"replies":2}},{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Not just sensory data but also *social* data --- the ability to do joint attention with other speakers, etc.","rtl":false,"bodyHtml":"Not just sensory data but also *social* data --- the ability to do joint attention with other speakers, etc.","id":"1025517039576731649","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533337290000,"replies":0}},{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"I would say that the number of entities in a discourse falls squarely in \"meaning\" and not \"similarity in meaning\", and it's something that I think is at least theoretically possible to learn from text alone (for most discourses).","rtl":false,"bodyHtml":"I would say that the number of entities in a discourse falls squarely in \"meaning\" and not \"similarity in meaning\", and it's something that I think is at least theoretically possible to learn from text alone (for most discourses).","id":"1025519183763660801","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533337801000,"replies":0}},{"children":[{"children":[],"tweet":{"images":[],"username":"cbrew","name":"Chris Brew","bodyText":"+1 \"what counts as meaning\". For today's problem, and if possible, tomorrow's and next year's. As Chris Potts says, we tend to view meaning through the lens of our preferred tools, whatever they are. But the problems/issues/questions are what really matters.","rtl":false,"bodyHtml":"+1 \"what counts as meaning\". For today's problem, and if possible, tomorrow's and next year's. As Chris Potts says, we tend to view meaning through the lens of our preferred tools, whatever they are. But the problems/issues/questions are what really matters.","id":"1025519233831038977","avatar":"https://pbs.twimg.com/profile_images/433446420071198720/sOzVaFYJ_bigger.jpeg","time":1533337813000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I think it came down to that from the very beginning of this thread.","rtl":false,"bodyHtml":"I think it came down to that from the very beginning of this thread.","id":"1025517971157000192","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1533337512000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"+1 I think at this point it comes down to \"what counts as meaning\"...","rtl":false,"bodyHtml":"+1 I think at this point it comes down to \"what counts as meaning\"...","id":"1025517218660925440","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533337332000,"replies":2}},{"children":[],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"As a digression also note that while distributional semantics methods are quite effective on text, they don't currently work on raw unsegmented speech. Which is perhaps relevant to the main source of meaning signal for humans.","rtl":false,"bodyHtml":"As a digression also note that while distributional semantics methods are quite effective on text, they don't currently work on raw unsegmented speech. Which is perhaps relevant to the main source of meaning signal for humans.","id":"1025519027903508480","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1533337764000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I think the key issue in all of this discussion is the difference between \"learning meaning\" and \"learning similarity in meaning\". Note that the second is also great for pre-training / transfer-learning, as you can label few items and generalize to many others.","rtl":false,"bodyHtml":"I think the key issue in all of this discussion is the difference between \"learning meaning\" and \"learning similarity in meaning\". Note that the second is also great for pre-training / transfer-learning, as you can label few items and generalize to many others.","id":"1025515481745317888","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533336918000,"replies":3}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"This may seem like I've now switched sides, saying you can't get meaning from form. But my point was never that you can get _all_ of meaning from form, just that it's possible to get _some_, contrary to those seeming to say that you can't get _any_.","rtl":false,"bodyHtml":"This may seem like I've now switched sides, saying you can't get meaning from form. But my point was never that you can get _all_ of meaning from form, just that it's possible to get _some_, contrary to those seeming to say that you can't get _any_.","id":"1025514663100858368","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533336723000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"And, in case it's not clear, an understanding of \"meaning\" is certainly a required component of a human-level LM. So if you can't get all of \"meaning\" from language only, you can't get a human-level LM.","rtl":false,"bodyHtml":"And, in case it's not clear, an understanding of \"meaning\" is certainly a required component of a human-level LM. So if you can't get all of \"meaning\" from language only, you can't get a human-level LM.","id":"1025514249504706560","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533336624000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"Indeed, plenty of philosophers (both current and historical) have taken this view.","rtl":false,"bodyHtml":"Indeed, plenty of philosophers (both current and historical) have taken this view.","id":"1025519633040699395","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533337908000,"replies":0}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I'm sure you can find someone prepared to claim this. Possibly even my Tilburg colleague @MaxLouwerse","rtl":false,"bodyHtml":"I'm sure you can find someone prepared to claim this. Possibly even my Tilburg colleague <a href=\"/MaxLouwerse\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"910880332861362177\"><s>@</s><b>MaxLouwerse</b></a>","id":"1025515530722140161","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1533336930000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"I think you can learn _some_ meaning from language data alone, but certainly not all of it. I don't know of anyone who would argue that you can learn all of meaning from language - that's the whole motivation for language + vision work.","rtl":false,"bodyHtml":"I think you can learn _some_ meaning from language data alone, but certainly not all of it. I don't know of anyone who would argue that you can learn all of meaning from language - that's the whole motivation for language + vision work.","id":"1025513899154583552","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533336541000,"replies":2}},{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"I suspect that answering that question requires answering the problem of 'qualia' more generally, which I'm not sure is possible. I too am only prepared to claim that you can get *some* meaning from language alone - but I don't think we've yet shown you *must* have sensory data","rtl":false,"bodyHtml":"I suspect that answering that question requires answering the problem of 'qualia' more generally, which I'm not sure is possible. I too am only prepared to claim that you can get *some* meaning from language alone - but I don't think we've yet shown you *must* have sensory data","id":"1025519250411143168","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533337817000,"replies":0}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"No. There is so much more to language than we ever express in text. Language is how humans communicate about the human experience, and to \"understand\" that language one _must_ have human experience. If my input is all of the sensory data a human gets, yes.","rtl":false,"bodyHtml":"No. There is so much more to language than we ever express in text. Language is how humans communicate about the human experience, and to \"understand\" that language one _must_ have human experience. If my input is all of the sensory data a human gets, yes.","id":"1025511481608044544","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533335964000,"replies":3}}],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"A 100% perfect LM is of course impossible, because quantum. But do you think a human-level LM can be learned from language alone, in theory?","rtl":false,"bodyHtml":"A 100% perfect LM is of course impossible, because quantum. But do you think a human-level LM can be learned from language alone, in theory?","id":"1025404322270523394","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533310416000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Okay, so you say if we had a magic black-box sci fi 100% perfect language model, it would have to have something isomorphic to semantics inside it. I say that means that such an LM is not possible.","rtl":false,"bodyHtml":"Okay, so you say if we had a magic black-box sci fi 100% perfect language model, it would have to have something isomorphic to semantics inside it. I say that means that such an LM is not possible.","id":"1025236803303825409","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533270476000,"replies":2}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"And once more for the folks back home: CURRENT NEURAL NETS DO NOT DO THIS. THIS THREAD IS ABOUT BLACK-BOX MODELS FROM SCIENCE FICTION NOVELS. WHAT IS INFORMATION-THEORETICALLY POSSIBLE IS NOT NECESSARILY IMPLEMENTABLE ON MODERN HARDWARE","rtl":false,"bodyHtml":"And once more for the folks back home: CURRENT NEURAL NETS DO NOT DO THIS. THIS THREAD IS ABOUT BLACK-BOX MODELS FROM SCIENCE FICTION NOVELS. WHAT IS INFORMATION-THEORETICALLY POSSIBLE IS NOT NECESSARILY IMPLEMENTABLE ON MODERN HARDWARE","id":"1025207574491103232","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533263507000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"So: no AMRs, but a space of LM representations that is equivalent-up-to-isomorphism to the space of AMRs. Seems good enough for me!","rtl":false,"bodyHtml":"So: no AMRs, but a space of LM representations that is equivalent-up-to-isomorphism to the space of AMRs. Seems good enough for me!","id":"1025199586304917505","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261603000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"In case (2) we should similarly expect there to be an isomorphism between LM states and structured meaning reps, and (more nebulously) between LM states and states of computation needed to compute denotations.","rtl":false,"bodyHtml":"In case (2) we should similarly expect there to be an isomorphism between LM states and structured meaning reps, and (more nebulously) between LM states and states of computation needed to compute denotations.","id":"1025199496198742016","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261581000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"(If the requirement that we train the LM on coherent text counts as more-than-form, then I don't think we're talking about the same problem.)","rtl":false,"bodyHtml":"(If the requirement that we train the LM on coherent text counts as more-than-form, then I don't think we're talking about the same problem.)","id":"1025199416573976576","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261562000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"*weights of the language model","rtl":false,"bodyHtml":"*weights of the language model","id":"1025200262854496256","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261764000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"But (2) at the same time, there must be an implementation of a (semanticist's) model inside the weights of the language: the LM can't generate all & only discourse-coherent text without the ability to simulate every describable property of the world.","rtl":false,"bodyHtml":"But (2) at the same time, there must be an implementation of a (semanticist's) model inside the weights of the language: the LM can't generate all &amp; only discourse-coherent text without the ability to simulate every describable property of the world.","id":"1025199350157201408","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261547000,"replies":2}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"What about language? Analogously:\n\n(1) You cannot possibly extract from the LM logical forms or AMRs with well-formed PropBank references; you certainly can't compute denotations of these meaning representations w/r/t a model (in the semanticist's sense) the LM has never seen.","rtl":false,"bodyHtml":"What about language? Analogously:\n\n(1) You cannot possibly extract from the LM logical forms or AMRs with well-formed PropBank references; you certainly can't compute denotations of these meaning representations w/r/t a model (in the semanticist's sense) the LM has never seen.","id":"1025199145173143552","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261498000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"So: nothing you can execute on the JVM, but in principle something you can execute on a machine that is equivalent-up-to-isomorphism to the JVM.","rtl":false,"bodyHtml":"So: nothing you can execute on the JVM, but in principle something you can execute on a machine that is equivalent-up-to-isomorphism to the JVM.","id":"1025199046170882049","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261474000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"In case (2) there will be an isomorphism between compiled Java and parts of the LM state, and an isomorphism between JVM state and different parts of the LM state. (I think this could be made precise---witnesses to non-isomorphism would produce bad Java when decoded.)","rtl":false,"bodyHtml":"In case (2) there will be an isomorphism between compiled Java and parts of the LM state, and an isomorphism between JVM state and different parts of the LM state. (I think this could be made precise---witnesses to non-isomorphism would produce bad Java when decoded.)","id":"1025198980693557248","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261458000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"But (2) at the same time, there must be an implementation of the JVM inside the weights of the LM: a model can't generate all code with well-formed tests unless it has the ability to execute representations of code.","rtl":false,"bodyHtml":"But (2) at the same time, there must be an implementation of the JVM inside the weights of the LM: a model can't generate all code with well-formed tests unless it has the ability to execute representations of code.","id":"1025198889480011776","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261437000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Thanks, this is clarifying. I believe it's the case that: (1) You cannot possibly extract from the LM any bytecode written according to the Java standard; you certainly cannot execute anything extracted on the Java Virtual Machine without cheating.","rtl":false,"bodyHtml":"Thanks, this is clarifying. I believe it's the case that: (1) You cannot possibly extract from the LM any bytecode written according to the Java standard; you certainly cannot execute anything extracted on the Java Virtual Machine without cheating.","id":"1025198842986127360","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533261426000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"brendan642","name":"brendan o'connor","bodyText":"for sure!","rtl":false,"bodyHtml":"for sure!","id":"1025422805679185926","avatar":"https://pbs.twimg.com/profile_images/280780289/437d092340f043dda761cfcbdace5d59_bigger.jpeg","time":1533314822000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"\"an exploration of how far that can go\" ... requires tests that actually probe semantics though.","rtl":false,"bodyHtml":"\"an exploration of how far that can go\" ... requires tests that actually probe semantics though.","id":"1025371504727404549","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533302591000,"replies":1}}],"tweet":{"images":[],"username":"brendan642","name":"brendan o'connor","bodyText":"LMs with memory, attention, automata, recursion, etc.","rtl":false,"bodyHtml":"LMs with memory, attention, automata, recursion, etc.","id":"1025353175015088128","avatar":"https://pbs.twimg.com/profile_images/280780289/437d092340f043dda761cfcbdace5d59_bigger.jpeg","time":1533298221000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"What do you mean by \"fancier LMs\"?","rtl":false,"bodyHtml":"What do you mean by \"fancier LMs\"?","id":"1025164615376822272","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253265000,"replies":1}}],"tweet":{"images":[],"username":"brendan642","name":"brendan o'connor","bodyText":"I guess I thought \"do LMs learn semantics?\" is a reasonable question, given the old dist. sem. observation that a lot of lexical semantics seems to correlate to words' empirical context distributions (w/o grounding...). Fancier LMs are an exploration how far that can go.","rtl":false,"bodyHtml":"I guess I thought \"do LMs learn semantics?\" is a reasonable question, given the old dist. sem. observation that a lot of lexical semantics seems to correlate to words' empirical context distributions (w/o grounding...). Fancier LMs are an exploration how far that can go.","id":"1025127623108771843","avatar":"https://pbs.twimg.com/profile_images/280780289/437d092340f043dda761cfcbdace5d59_bigger.jpeg","time":1533244445000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Ah -- sorry, misread which tweet you meant by \"here\" ;-) The term \"grounding\" I think better describes an aspect of the learning process rather than what is learned.","rtl":false,"bodyHtml":"Ah -- sorry, misread which tweet you meant by \"here\" ;-) The term \"grounding\" I think better describes an aspect of the learning process rather than what is learned.","id":"1025024598591430657","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533219882000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"I don't think so. Composition is necessary to identify if expressions with multiple words are synonymous (which is something can be done to some extent from text alone). What you proposed here is reflected in the ability of an agent to act in the world. Maybe simply \"grounding\"?","rtl":false,"bodyHtml":"I don't think so. Composition is necessary to identify if expressions with multiple words are synonymous (which is something can be done to some extent from text alone). What you proposed here is reflected in the ability of an agent to act in the world. Maybe simply \"grounding\"?","id":"1025023955101523971","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533219729000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I don't think we've been discussing any coherent or fixed subset. But you might be asking about what's sometimes called compositional semantics?","rtl":false,"bodyHtml":"I don't think we've been discussing any coherent or fixed subset. But you might be asking about what's sometimes called compositional semantics?","id":"1025022262007586818","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533219325000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"One follow-up: I know a lot of things get lumped into the term \"semantics,\" and I have a feeling that what you described here is a specific subset (i.e. in contrast to synonymy of words or expressions, which AFAIK is also a type of semantics). Is there a term for this subset?","rtl":false,"bodyHtml":"One follow-up: I know a lot of things get lumped into the term \"semantics,\" and I have a feeling that what you described here is a specific subset (i.e. in contrast to synonymy of words or expressions, which AFAIK is also a type of semantics). Is there a term for this subset?","id":"1025020254676811777","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533218847000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"If the reader already has an accurate parser of language, like a human does, then the text has meaning. Yes? How else does \"lol\" or other purely textual forms get meaning? The question then is how good the reader has to be before it can continue acquiring meaning from text.","rtl":false,"bodyHtml":"If the reader already has an accurate parser of language, like a human does, then the text has meaning. Yes? How else does \"lol\" or other purely textual forms get meaning? The question then is how good the reader has to be before it can continue acquiring meaning from text.","id":"1025026763687002117","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533220399000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"The information that is there is at best information about similarity of meaning, which is not itself meaning. (Though incredibly useful in fleshing out meaning representations!)","rtl":false,"bodyHtml":"The information that is there is at best information about similarity of meaning, which is not itself meaning. (Though incredibly useful in fleshing out meaning representations!)","id":"1025025111487737856","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533220005000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"The problem with twitter is that it's hard to know how much of the preceding context is actually in the common ground. My point is if the signal is only the surface form, 'meaning' is not available to the learner. >>","rtl":false,"bodyHtml":"The problem with twitter is that it's hard to know how much of the preceding context is actually in the common ground. My point is if the signal is only the surface form, 'meaning' is not available to the learner. &gt;&gt;","id":"1025024800824025088","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533219931000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"The model designer gave it some inductive biases? I'm not saying this is easy to learn, and of course there is grounding that you will never get from text, but there _is_ some information there.","rtl":false,"bodyHtml":"The model designer gave it some inductive biases? I'm not saying this is easy to learn, and of course there is grounding that you will never get from text, but there _is_ some information there.","id":"1025022898824654848","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533219477000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Where is the model getting its hypothesized world state if all it's ever had access to is the surface form of the language and no signal at all about the world?","rtl":false,"bodyHtml":"Where is the model getting its hypothesized world state if all it's ever had access to is the surface form of the language and no signal at all about the world?","id":"1025022056511885313","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533219276000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Similarly, a discourse is someone trying to influence someone else's beliefs about the world state, and can in that sense be seen as an indirect transformation of a different subset of \"world state\". Both forms give us views on \"world state\".","rtl":false,"bodyHtml":"Similarly, a discourse is someone trying to influence someone else's beliefs about the world state, and can in that sense be seen as an indirect transformation of a different subset of \"world state\". Both forms give us views on \"world state\".","id":"1025078368327237632","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533232702000,"replies":0}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Videos are just groups of pixels seen sequentially, after some transformation of a particular subset of \"world state\" onto a screen. They don't give you any direct information about relationships between people or their emotions, or _many_ other things.","rtl":false,"bodyHtml":"Videos are just groups of pixels seen sequentially, after some transformation of a particular subset of \"world state\" onto a screen. They don't give you any direct information about relationships between people or their emotions, or _many_ other things.","id":"1025077981729804288","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533232610000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"I don't think text is as good a \"world state\" as videos (because videos are direct spatial reflections of the physical world). But actually, I realized that even my setting wasn't restrictive enough: \"infinite videos\" should not be allowed if we're learning only from text.","rtl":false,"bodyHtml":"I don't think text is as good a \"world state\" as videos (because videos are direct spatial reflections of the physical world). But actually, I realized that even my setting wasn't restrictive enough: \"infinite videos\" should not be allowed if we're learning only from text.","id":"1025068967206047744","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533230461000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"So, yes, you've given two different (and by construction, independent) views on \"world state\". If I can learn which ones are associated with each other, then presumably I know something about \"world state\". Yes?","rtl":false,"bodyHtml":"So, yes, you've given two different (and by construction, independent) views on \"world state\". If I can learn which ones are associated with each other, then presumably I know something about \"world state\". Yes?","id":"1025065523057328129","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533229640000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Except the text, assuming it's coherent discourse, also gives information about \"world state\". So this is two different views on \"world state\".","rtl":false,"bodyHtml":"Except the text, assuming it's coherent discourse, also gives information about \"world state\". So this is two different views on \"world state\".","id":"1025065203409379328","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533229563000,"replies":1}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"alonamarie","name":"Dr. Alona Fyshe","bodyText":"We repeated this process three more times over the semester.  It was a fun way to motivate the class, but it illustrates your point.  \"Understanding\" and \"meaning\" turn into moving goalposts, and once people see under the hood they are invariably disappointed.","rtl":false,"bodyHtml":"We repeated this process three more times over the semester.  It was a fun way to motivate the class, but it illustrates your point.  \"Understanding\" and \"meaning\" turn into moving goalposts, and once people see under the hood they are invariably disappointed.","id":"1025074059493531648","avatar":"https://pbs.twimg.com/profile_images/766670783741513729/783OOb7U_bigger.jpg","time":1533231675000,"replies":0}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"That's a fair point. You could decide how many entities are being referred to and when, but you still have to map those to real world entities, which you need something external to do. But you can go a long way towards \"meaning\" before you get to that problem.","rtl":false,"bodyHtml":"That's a fair point. You could decide how many entities are being referred to and when, but you still have to map those to real world entities, which you need something external to do. But you can go a long way towards \"meaning\" before you get to that problem.","id":"1025095919795138566","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533236887000,"replies":0}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"I suppose I'd just be cautious to say that you might recover from the discourse information about how the discourse relates to world states but not about world states themselves (e.g. coreference is a very different beast from reference itself).","rtl":false,"bodyHtml":"I suppose I'd just be cautious to say that you might recover from the discourse information about how the discourse relates to world states but not about world states themselves (e.g. coreference is a very different beast from reference itself).","id":"1025094399435390977","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533236524000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Where the entity language model (https://arxiv.org/pdf/1708.00781.pdf …) is a tiny first step at trying to write down a model of a piece of world state (what entities are there, and which ones in the text are the same) that can conceivably some day be learned from observing the discourse alone.","rtl":false,"bodyHtml":"Where the entity language model (<a href=\"https://t.co/d2dA26PYCY\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://arxiv.org/pdf/1708.00781.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://arxiv.org/pdf/1708.00781.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">arxiv.org/pdf/1708.00781</span><span class=\"invisible\">.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>) is a tiny first step at trying to write down a model of a piece of world state (what entities are there, and which ones in the text are the same) that can conceivably some day be learned from observing the discourse alone.","id":"1025086063138619393","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533234537000,"replies":0}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Ok, thanks. Yeah, I wouldn't argue that we're associating textual symbols with sense perception. Rather, I'd argue that because discourse is an attempt to influence belief about world state, a learn can recover information about the world state from the discourse.","rtl":false,"bodyHtml":"Ok, thanks. Yeah, I wouldn't argue that we're associating textual symbols with sense perception. Rather, I'd argue that because discourse is an attempt to influence belief about world state, a learn can recover information about the world state from the discourse.","id":"1025085684233584640","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533234446000,"replies":2}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"*If* meaning is to be found somewhere in those associations, you at least need support from what has come to be called shared intentionality, i.e. a sophisticated quasi-mind-reading social intelligence. There's no analogue of that in these artificial models.","rtl":false,"bodyHtml":"*If* meaning is to be found somewhere in those associations, you at least need support from what has come to be called shared intentionality, i.e. a sophisticated quasi-mind-reading social intelligence. There's no analogue of that in these artificial models.","id":"1025084037994631168","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533234054000,"replies":1}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"The key point is that if you're just forming associations between perceptions of the environment and simultaneous speech, you radically underdetermine their connection because of the open-endedness and unpredictability of what can be said in proximity to sensory stimuli-","rtl":false,"bodyHtml":"The key point is that if you're just forming associations between perceptions of the environment and simultaneous speech, you radically underdetermine their connection because of the open-endedness and unpredictability of what can be said in proximity to sensory stimuli-","id":"1025083672511348736","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533233967000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"I'm afraid I haven't read that. Key points? I'm not sure I know what you mean by \"contiguity of sense perception\". I was intentionally very vague on the notion of \"world state\", saying repeatedly that you can define it however you want.","rtl":false,"bodyHtml":"I'm afraid I haven't read that. Key points? I'm not sure I know what you mean by \"contiguity of sense perception\". I was intentionally very vague on the notion of \"world state\", saying repeatedly that you can define it however you want.","id":"1025082343617220613","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533233650000,"replies":1}}],"tweet":{"images":[],"username":"callumjhackett","name":"Callum Hackett","bodyText":"If anyone really believes that meaning is a mapping from text to world states in the sense of contiguity of sense perception, you need to go back and read Chomsky's review of Skinner!","rtl":false,"bodyHtml":"If anyone really believes that meaning is a mapping from text to world states in the sense of contiguity of sense perception, you need to go back and read Chomsky's review of Skinner!","id":"1025081174270636032","avatar":"https://pbs.twimg.com/profile_images/1015743553845243905/IqI2tLXp_bigger.jpg","time":1533233371000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I like that exercise for intro NLP!","rtl":false,"bodyHtml":"I like that exercise for intro NLP!","id":"1025165343956713473","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253439000,"replies":0}}],"tweet":{"images":[],"username":"alonamarie","name":"Dr. Alona Fyshe","bodyText":"When I taught an intro to NLP class, I started with \"what would it take to convince you that a computer understood language?\"  Then I showed them systems that did what they described.  Then the students changed their minds: \"That's not understanding, they would have to also X\"...","rtl":false,"bodyHtml":"When I taught an intro to NLP class, I started with \"what would it take to convince you that a computer understood language?\"  Then I showed them systems that did what they described.  Then the students changed their minds: \"That's not understanding, they would have to also X\"...","id":"1025073403772821504","avatar":"https://pbs.twimg.com/profile_images/766670783741513729/783OOb7U_bigger.jpg","time":1533231519000,"replies":3}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"I have no idea if this kind of thing would count as meaning. So far this debate has tended to bottom out at \"learning from text couldn't possibly tell you anything about meaning, under my secret definition of meaning\". :)","rtl":false,"bodyHtml":"I have no idea if this kind of thing would count as meaning. So far this debate has tended to bottom out at \"learning from text couldn't possibly tell you anything about meaning, under my secret definition of meaning\". :)","id":"1025065965598519297","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1533229745000,"replies":1}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"You can probably get to above chance accuracy with syntactic bootstrapping (assuming that you're allowed a small amount of inductive bias). E.g., a transitive frame is likely to represent an agent acting on a patient, so a video of a person sleeping won't be a good fit.","rtl":false,"bodyHtml":"You can probably get to above chance accuracy with syntactic bootstrapping (assuming that you're allowed a small amount of inductive bias). E.g., a transitive frame is likely to represent an agent acting on a patient, so a video of a person sleeping won't be a good fit.","id":"1025065615697104897","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1533229662000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"The idea being that the video represents \"world state\", and the text represents, well, text. If you can associate them with higher than chance accuracy, then that would be evidence that you're learning world state from text.","rtl":false,"bodyHtml":"The idea being that the video represents \"world state\", and the text represents, well, text. If you can associate them with higher than chance accuracy, then that would be evidence that you're learning world state from text.","id":"1025064491606855681","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533229394000,"replies":2}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"OK, here's an idea for a test. You have infinite videos of the world (with no audio of people speaking or mouths moving), and also infinite text. You are then given a video, and 4 texts. Guess which ones are associated.","rtl":false,"bodyHtml":"OK, here's an idea for a test. You have infinite videos of the world (with no audio of people speaking or mouths moving), and also infinite text. You are then given a video, and 4 texts. Guess which ones are associated.","id":"1025063105162821633","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533229063000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"During training, likely the former. But at test time if all you're concerned about is whether it can get co-reference right, the latter setting is probably OK. You can calculate the latter directly from a model trained on the former using Bayes's law.","rtl":false,"bodyHtml":"During training, likely the former. But at test time if all you're concerned about is whether it can get co-reference right, the latter setting is probably OK. You can calculate the latter directly from a model trained on the former using Bayes's law.","id":"1025177477226868742","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533256332000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I'm still not totally clear on the task. When it gets to \"it\", it chooses \"it\" or \"dog\" to predict something without having \"barked\" already? or does it have \"barked\" and it decides if it would rather have had \"it\" or \"dog\" or \"truck\"?","rtl":false,"bodyHtml":"I'm still not totally clear on the task. When it gets to \"it\", it chooses \"it\" or \"dog\" to predict something without having \"barked\" already? or does it have \"barked\" and it decides if it would rather have had \"it\" or \"dog\" or \"truck\"?","id":"1025175624132911104","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533255890000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"If this was done through attentional NNs you could tell which \"dog\" it chose. Of course eval would only give credit it it picked the correct one, but a model trained on lots of data probably could do that as well, as there are other unambiguous examples with similar structure.","rtl":false,"bodyHtml":"If this was done through attentional NNs you could tell which \"dog\" it chose. Of course eval would only give credit it it picked the correct one, but a model trained on lots of data probably could do that as well, as there are other unambiguous examples with similar structure.","id":"1025175080710619136","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533255760000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Seems like an interesting experiment, but I think you need more than just which form it chose. What if you had: \"I saw there was a big dog chasing a little dog but it stopped when the other one barked.\" and the system puts \"dog\" in for both \"it\" and \"one\". Does it get credit?","rtl":false,"bodyHtml":"Seems like an interesting experiment, but I think you need more than just which form it chose. What if you had: \"I saw there was a big dog chasing a little dog but it stopped when the other one barked.\" and the system puts \"dog\" in for both \"it\" and \"one\". Does it get credit?","id":"1025173871039639552","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533255472000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"Because that would make it easier to predict the next word. For example: \"I saw a dog. It barked.\" Replacing \"it\" with \"dog\" would increase the likelihood of predicting \"barked\" correctly.","rtl":false,"bodyHtml":"Because that would make it easier to predict the next word. For example: \"I saw a dog. It barked.\" Replacing \"it\" with \"dog\" would increase the likelihood of predicting \"barked\" correctly.","id":"1025173106661441537","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533255290000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"But why would it choose to do so?","rtl":false,"bodyHtml":"But why would it choose to do so?","id":"1025172815237079040","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533255220000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"When it chooses to do so, the word it replaces and the word it chooses are treated as co-referent.","rtl":false,"bodyHtml":"When it chooses to do so, the word it replaces and the word it chooses are treated as co-referent.","id":"1025172758018379776","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533255206000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"Simply predicting the next word would be the task. This prediction is made based on the previous few words. But instead of using the actual previous few words, the model can choose to replace some of these words with an arbitrary other word from earlier in the document.","rtl":false,"bodyHtml":"Simply predicting the next word would be the task. This prediction is made based on the previous few words. But instead of using the actual previous few words, the model can choose to replace some of these words with an arbitrary other word from earlier in the document.","id":"1025172296238067712","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533255096000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Sorry, I don't understand what this task is. Can you elaborate? What's the training data, input at test time and output at test time?","rtl":false,"bodyHtml":"Sorry, I don't understand what this task is. Can you elaborate? What's the training data, input at test time and output at test time?","id":"1025171745798467584","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533254965000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"\"In all experiments, as is common, we will assume that we have been given as part of our input the true mention boundaries, the head word of each mention and the mention type (proper, nominal, or pronominal).\"","rtl":false,"bodyHtml":"\"In all experiments, as is common, we will assume that we have been given as part of our input the true mention boundaries, the head word of each mention and the mention type (proper, nominal, or pronominal).\"","id":"1025172236561350656","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533255082000,"replies":0}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"Actually, a quick search reminded me of this: http://nlp.cs.berkeley.edu/pubs/Haghighi-Klein_2007_Coreference_paper.pdf …","rtl":false,"bodyHtml":"Actually, a quick search reminded me of this: <a href=\"https://t.co/qhUI0JWv70\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://nlp.cs.berkeley.edu/pubs/Haghighi-Klein_2007_Coreference_paper.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://nlp.cs.berkeley.edu/pubs/Haghighi-Klein_2007_Coreference_paper.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">nlp.cs.berkeley.edu/pubs/Haghighi-</span><span class=\"invisible\">Klein_2007_Coreference_paper.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025171260580524033","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533254849000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"True, but let's say we created a simple LM that when considering context could use the context word itself, or an arbitrary previous word. If it selected the previous word, the two words would be treated as coreferent. My every intuition says this would work reasonably well.","rtl":false,"bodyHtml":"True, but let's say we created a simple LM that when considering context could use the context word itself, or an arbitrary previous word. If it selected the previous word, the two words would be treated as coreferent. My every intuition says this would work reasonably well.","id":"1025171100400078850","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533254811000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"MT is not form alone -- there are pairs of sentences coming in in diff languages ostensibly representing the same meaning.","rtl":false,"bodyHtml":"MT is not form alone -- there are pairs of sentences coming in in diff languages ostensibly representing the same meaning.","id":"1025169722008977408","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533254483000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"For coref at least, I don't think this is all that challenging actually. There is evidence from MT: https://arxiv.org/pdf/1805.10163.pdf …\nI don't think it's much of a stretch that you could make a language model that does similar things.","rtl":false,"bodyHtml":"For coref at least, I don't think this is all that challenging actually. There is evidence from MT: <a href=\"https://t.co/414cEHiskk\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://arxiv.org/pdf/1805.10163.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://arxiv.org/pdf/1805.10163.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">arxiv.org/pdf/1805.10163</span><span class=\"invisible\">.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>\nI don't think it's much of a stretch that you could make a language model that does similar things.","id":"1025169395264438275","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533254405000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"But it does push it back a level. How are you going to get the coref from scratch? You assert that the signal is there. I want the intuition, in the step through of a particular example.","rtl":false,"bodyHtml":"But it does push it back a level. How are you going to get the coref from scratch? You assert that the signal is there. I want the intuition, in the step through of a particular example.","id":"1025166751854514177","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253774000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"alvations","name":"Liling Tan","bodyText":"Children learn when they interact with speech or text stimuli, we had records  of ferral kids that didn't pick up language without early contact. In that case, wouldn't fully unsupervised parsing becomes sort of a myth?","rtl":false,"bodyHtml":"Children learn when they interact with speech or text stimuli, we had records  of ferral kids that didn't pick up language without early contact. In that case, wouldn't fully unsupervised parsing becomes sort of a myth?","id":"1025171663199948800","avatar":"https://pbs.twimg.com/profile_images/606583662637817856/8JnV9_F2_bigger.png","time":1533254945000,"replies":0}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"alvations","name":"Liling Tan","bodyText":"The move towards multi-tasks learning does provide different  annotations (beyond forms) from various weak NLP tasks to form a generic representation. But that representation in uninformative without respect to a specific linguistic task.","rtl":false,"bodyHtml":"The move towards multi-tasks learning does provide different  annotations (beyond forms) from various weak NLP tasks to form a generic representation. But that representation in uninformative without respect to a specific linguistic task.","id":"1025177389364469761","avatar":"https://pbs.twimg.com/profile_images/606583662637817856/8JnV9_F2_bigger.png","time":1533256311000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I'm not saying that NNs can't learn some representation of meaning. My claim is that they can't if all they have in the input is the form.","rtl":false,"bodyHtml":"I'm not saying that NNs can't learn some representation of meaning. My claim is that they can't if all they have in the input is the form.","id":"1025176041017331712","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533255989000,"replies":1}}],"tweet":{"images":[],"username":"alvations","name":"Liling Tan","bodyText":"In some odd manner, I see the combinatory mechanism of units in logic form (e.g. CCG) or quasi-logical (MRS / AMR-like) form converging with the notion of multi-headed attention. Also, semantic arguments,  gaps and predicate interact from in the NN memory mechanism.","rtl":false,"bodyHtml":"In some odd manner, I see the combinatory mechanism of units in logic form (e.g. CCG) or quasi-logical (MRS / AMR-like) form converging with the notion of multi-headed attention. Also, semantic arguments,  gaps and predicate interact from in the NN memory mechanism.","id":"1025175298483007488","avatar":"https://pbs.twimg.com/profile_images/606583662637817856/8JnV9_F2_bigger.png","time":1533255812000,"replies":1}}],"tweet":{"images":[],"username":"alvations","name":"Liling Tan","bodyText":"the interaction between the individual words in their vectorial representation using parameters learnt from \"multi-headed attention\", state-wise Markovian RNNs or summary driven CNN filters or any new buzzwords.","rtl":false,"bodyHtml":"the interaction between the individual words in their vectorial representation using parameters learnt from \"multi-headed attention\", state-wise Markovian RNNs or summary driven CNN filters or any new buzzwords.","id":"1025174122681196544","avatar":"https://pbs.twimg.com/profile_images/606583662637817856/8JnV9_F2_bigger.png","time":1533255532000,"replies":1}}],"tweet":{"images":[],"username":"alvations","name":"Liling Tan","bodyText":">> but it's unclear how the individual word meanings interact and logical forms semantics attempts to defines arguments-predicates relation falling under their respective frameworks. While NN models thinks that the relations between the strings can be represented by tweaking >>","rtl":false,"bodyHtml":"&gt;&gt; but it's unclear how the individual word meanings interact and logical forms semantics attempts to defines arguments-predicates relation falling under their respective frameworks. While NN models thinks that the relations between the strings can be represented by tweaking &gt;&gt;","id":"1025173482177318912","avatar":"https://pbs.twimg.com/profile_images/606583662637817856/8JnV9_F2_bigger.png","time":1533255379000,"replies":1}}],"tweet":{"images":[],"username":"alvations","name":"Liling Tan","bodyText":"The form itself is arbitrary since we assign arbitrary symbols to absolute or abstract reference in reality. It is the context of strings that creates meaning in a weak form, knowing the arguments of the sentence and the meaning of the individual words independently, >>","rtl":false,"bodyHtml":"The form itself is arbitrary since we assign arbitrary symbols to absolute or abstract reference in reality. It is the context of strings that creates meaning in a weak form, knowing the arguments of the sentence and the meaning of the individual words independently, &gt;&gt;","id":"1025172767983861760","avatar":"https://pbs.twimg.com/profile_images/606583662637817856/8JnV9_F2_bigger.png","time":1533255209000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Furthermore: \"Strings are representations of meaning\" is a completely uninteresting/irrelevant way to look at it here because the question at hand is: what is the meaning of the string?","rtl":false,"bodyHtml":"Furthermore: \"Strings are representations of meaning\" is a completely uninteresting/irrelevant way to look at it here because the question at hand is: what is the meaning of the string?","id":"1025165195696467968","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253403000,"replies":2}},{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"If you accept that an arbitrarily good LM can be learned from an extremely large corpus with an extremely large model, then either you must accept that it has learned a representation of meaning, or you must claim that the chinese room isn't doing anything with meaning","rtl":false,"bodyHtml":"If you accept that an arbitrarily good LM can be learned from an extremely large corpus with an extremely large model, then either you must accept that it has learned a representation of meaning, or you must claim that the chinese room isn't doing anything with meaning","id":"1025201606080397312","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533262084000,"replies":0}}],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"So, your argument must imply \"it's impossible to learn an arbitrarily good language model just by reading language\". I think that is tough to justify. With a trillion trillion weights and a trillion trillion tokens (e.g everything ever uttered, plus more)?","rtl":false,"bodyHtml":"So, your argument must imply \"it's impossible to learn an arbitrarily good language model just by reading language\". I think that is tough to justify. With a trillion trillion weights and a trillion trillion tokens (e.g everything ever uttered, plus more)?","id":"1025201039098572802","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533261949000,"replies":1}}],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"So I still think it's the Chinese room. 1st, recognize that an LM could predict many words ahead. The words it uses could be a question, the words it predicts could be an answer. So a really great LM could learn to answer questions. If it answers questions, it's the chinese room","rtl":false,"bodyHtml":"So I still think it's the Chinese room. 1st, recognize that an LM could predict many words ahead. The words it uses could be a question, the words it predicts could be an answer. So a really great LM could learn to answer questions. If it answers questions, it's the chinese room","id":"1025200596213612544","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533261844000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"My claim is that if the input is only form, then the machine can't learn (a representation of) meaning.","rtl":false,"bodyHtml":"My claim is that if the input is only form, then the machine can't learn (a representation of) meaning.","id":"1025165029648130048","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253364000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"No, I don't think Searle's argument is actually relevant/analogous here. For one thing, I'm not arguing either way about \"strong AI\" and I don't particularly care if the machine is \"understanding\" the language. >>","rtl":false,"bodyHtml":"No, I don't think Searle's argument is actually relevant/analogous here. For one thing, I'm not arguing either way about \"strong AI\" and I don't particularly care if the machine is \"understanding\" the language. &gt;&gt;","id":"1025164922571784192","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253338000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"Of course, we don't (and presumably can't) have a perfect LM - but task is certainly encouraging a world model to be developed. It's extremely counter-intuitive to us that this is even possible - but our brains are not designed to have intuition about using billions of tokens","rtl":false,"bodyHtml":"Of course, we don't (and presumably can't) have a perfect LM - but task is certainly encouraging a world model to be developed. It's extremely counter-intuitive to us that this is even possible - but our brains are not designed to have intuition about using billions of tokens","id":"1025111783248285696","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533240669000,"replies":0}}],"tweet":{"images":[],"username":"jeremyphoward","name":"Jeremy Howard","bodyText":"This is sounding a lot like Searle's Chinese Room argument - something can learn to use language without understanding the ideas contained in it. An perfect LM is an example of this. A perfect LM *must* have developed a world modelhttp://www.deepideas.net/why-chinese-room-argument-flawed/ …","rtl":false,"bodyHtml":"This is sounding a lot like Searle's Chinese Room argument - something can learn to use language without understanding the ideas contained in it. An perfect LM is an example of this. A perfect LM *must* have developed a world model<a href=\"https://t.co/JlcsrQDWpA\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://www.deepideas.net/why-chinese-room-argument-flawed/\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"http://www.deepideas.net/why-chinese-room-argument-flawed/\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://www.</span><span class=\"js-display-url\">deepideas.net/why-chinese-ro</span><span class=\"invisible\">om-argument-flawed/</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025110938016346112","avatar":"https://pbs.twimg.com/profile_images/1100427147/eye_jeremy75_bigger.jpg","time":1533240467000,"replies":2}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"And \"but the entity LM uses coref annotations\" is not a rebuttal of this point. Whether our current techniques and models _can_ learn from a particular signal does not prove that the signal isn't there.","rtl":false,"bodyHtml":"And \"but the entity LM uses coref annotations\" is not a rebuttal of this point. Whether our current techniques and models _can_ learn from a particular signal does not prove that the signal isn't there.","id":"1025076526788661248","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533232263000,"replies":2}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"I gave one, the entity LM. \"Kim ate the cake. She thought it was yummy.\" Seeing lots of examples of this kind of thing, and knowing already that there are \"entities\" that corefer, the model could start to learn some notion of coref.","rtl":false,"bodyHtml":"I gave one, the entity LM. \"Kim ate the cake. She thought it was yummy.\" Seeing lots of examples of this kind of thing, and knowing already that there are \"entities\" that corefer, the model could start to learn some notion of coref.","id":"1025076150802898944","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533232174000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"And I'm asking you for a concrete example to illustrate that signal. Give me a short running discourse and show me how a learner with only the form could find the signal in it.","rtl":false,"bodyHtml":"And I'm asking you for a concrete example to illustrate that signal. Give me a short running discourse and show me how a learner with only the form could find the signal in it.","id":"1025068650447785984","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533230385000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"That's fine. The point is that the coherence of discourse provides a learning signal, because of how entities and frames are reused across the discourse. Nothing here refutes that point. Your argument seems to be \"there is no signal.\" Mine is \"yes there is, even if it's small.\"","rtl":false,"bodyHtml":"That's fine. The point is that the coherence of discourse provides a learning signal, because of how entities and frames are reused across the discourse. Nothing here refutes that point. Your argument seems to be \"there is no signal.\" Mine is \"yes there is, even if it's small.\"","id":"1025067473605808128","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533230105000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Also, coherence isn't one thing, but actually a range of types of relations between discourse units. Even if you're given the units and know which belong to the same discourse, you still have to work out which coherence relation. And that requires reasoning about speaker intent.","rtl":false,"bodyHtml":"Also, coherence isn't one thing, but actually a range of types of relations between discourse units. Even if you're given the units and know which belong to the same discourse, you still have to work out which coherence relation. And that requires reasoning about speaker intent.","id":"1025066638813478912","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533229906000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Form is literally just running text (or speech, if you like). Knowledge of where documents (\"coherent segments\") begin & end is informed by human understanding of that text and so providing extra signal.","rtl":false,"bodyHtml":"Form is literally just running text (or speech, if you like). Knowledge of where documents (\"coherent segments\") begin &amp; end is informed by human understanding of that text and so providing extra signal.","id":"1025166464901308417","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253706000,"replies":0}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"I'm afraid at this point I don't even know what you're arguing. What is \"form\"? If you want to say that I can't even break text up into coherent segments to give to my learner without going beyond \"form\", I don't know what you're talking about.","rtl":false,"bodyHtml":"I'm afraid at this point I don't even know what you're arguing. What is \"form\"? If you want to say that I can't even break text up into coherent segments to give to my learner without going beyond \"form\", I don't know what you're talking about.","id":"1025079978822488064","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533233086000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"But even still -- that leaves you with a restricted kind of text you can work with.","rtl":false,"bodyHtml":"But even still -- that leaves you with a restricted kind of text you can work with.","id":"1025068411674476544","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533230328000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Is demarcation into documents part of 'form' for you?","rtl":false,"bodyHtml":"Is demarcation into documents part of 'form' for you?","id":"1025068310960828416","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533230304000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"This criticism seems pretty trivial to solve. I know what a document is.","rtl":false,"bodyHtml":"This criticism seems pretty trivial to solve. I know what a document is.","id":"1025066725270671360","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533229926000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Assuming coherence means you have to know which units to assume coherence between! How do you know which parts of the stream of text are one discourse?","rtl":false,"bodyHtml":"Assuming coherence means you have to know which units to assume coherence between! How do you know which parts of the stream of text are one discourse?","id":"1025066449268695040","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533229860000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I haven't read the paper, but you say the entity LM has coref supervision, so that's not just form. As for biases ... I think there are really interesting questions there from a cross-linguistic point of view. To really model language learning, it has to work =ly well for any lg.","rtl":false,"bodyHtml":"I haven't read the paper, but you say the entity LM has coref supervision, so that's not just form. As for biases ... I think there are really interesting questions there from a cross-linguistic point of view. To really model language learning, it has to work =ly well for any lg.","id":"1025066296914862080","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533229824000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"And, crucially, we're not _finding_ coherence. We're _assuming_ coherence, and using that assumption to learn.","rtl":false,"bodyHtml":"And, crucially, we're not _finding_ coherence. We're _assuming_ coherence, and using that assumption to learn.","id":"1025065784534478849","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533229702000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"The key here is your \"or know the language\" bit - obviously a learner is going to need some strong inductive biases. At what point is that \"knowing the language\"? The entity LM I mentioned earlier is a (very small) start at giving the model these biases.","rtl":false,"bodyHtml":"The key here is your \"or know the language\" bit - obviously a learner is going to need some strong inductive biases. At what point is that \"knowing the language\"? The entity LM I mentioned earlier is a (very small) start at giving the model these biases.","id":"1025064763221372929","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533229458000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"And my point is that things like coherence are only accessible if you also have information about the world or speaker intention that is independent of the form (or know the language & can compute meaning from form). \n\nGive me an ex of how you find coherence from form alone.","rtl":false,"bodyHtml":"And my point is that things like coherence are only accessible if you also have information about the world or speaker intention that is independent of the form (or know the language &amp; can compute meaning from form). \n\nGive me an ex of how you find coherence from form alone.","id":"1025064206083616768","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533229326000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"My point is that the LM signal _is not zero supervision_.  It's weak, but not zero.  That's because discourses are coherent and let us infer things from them.","rtl":false,"bodyHtml":"My point is that the LM signal _is not zero supervision_.  It's weak, but not zero.  That's because discourses are coherent and let us infer things from them.","id":"1025063792516841472","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533229227000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I'm looking for a concrete example of how you do this with zero supervision. How does the model try to capture world state if all it has is linguistic form *and no further info*?","rtl":false,"bodyHtml":"I'm looking for a concrete example of how you do this with zero supervision. How does the model try to capture world state if all it has is linguistic form *and no further info*?","id":"1025063191351414784","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533229084000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Step 1: design a model that explicitly tries to capture world state (\"meaning\").\nStep 2: train that model using a LM signal. Yes, this is a weak signal, I know. But not zero.https://twitter.com/nlpmattg/status/1025035058921406469 …","rtl":false,"bodyHtml":"Step 1: design a model that explicitly tries to capture world state (\"meaning\").\nStep 2: train that model using a LM signal. Yes, this is a weak signal, I know. But not zero.<a href=\"https://t.co/DgXKpSZtLN\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://twitter.com/nlpmattg/status/1025035058921406469\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://twitter.com/nlpmattg/status/1025035058921406469\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">twitter.com/nlpmattg/statu</span><span class=\"invisible\">s/1025035058921406469</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025062343682584581","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533228882000,"replies":2}},{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Step 2 (recursive): Larger LM","rtl":false,"bodyHtml":"Step 2 (recursive): Larger LM","id":"1025068481144922112","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533230345000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I'm not convinced. This sounds like \"Step 1: LM. Step 2: ???. Step 3: Meaning!\" \n\nCan you give me a concrete example of how you could build information about world state from the indirect signal of what sentence comes next, where all you have is the form of the sentences?","rtl":false,"bodyHtml":"I'm not convinced. This sounds like \"Step 1: LM. Step 2: ???. Step 3: Meaning!\" \n\nCan you give me a concrete example of how you could build information about world state from the indirect signal of what sentence comes next, where all you have is the form of the sentences?","id":"1025061515571781632","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533228684000,"replies":2}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"In code, execution comes from the form, not the other way around.","rtl":false,"bodyHtml":"In code, execution comes from the form, not the other way around.","id":"1025063190038601728","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533229083000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Function and variable names sort-of do, right? “Counter” or “i” or “sort” are about execution.","rtl":false,"bodyHtml":"Function and variable names sort-of do, right? “Counter” or “i” or “sort” are about execution.","id":"1025062944592281601","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533229025000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"My point is that language is different from code here, and does allow learning world state from form, assuming a sufficiently \"good\" learner, because the form is derived from world state. The form of code is not derived from its execution.","rtl":false,"bodyHtml":"My point is that language is different from code here, and does allow learning world state from form, assuming a sufficiently \"good\" learner, because the form is derived from world state. The form of code is not derived from its execution.","id":"1025061486039691264","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533228677000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Will it differ if you had C and its Java translation?","rtl":false,"bodyHtml":"Will it differ if you had C and its Java translation?","id":"1025060192281612290","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533228369000,"replies":0}}],"tweet":{"images":[],"username":"microth","name":"Michael Roth","bodyText":"Sure, the primitives of ASM are well-defined in terms of their meaning. But now comes the hard part: what are the primitives of NL meaning?","rtl":false,"bodyHtml":"Sure, the primitives of ASM are well-defined in terms of their meaning. But now comes the hard part: what are the primitives of NL meaning?","id":"1025060030121422849","avatar":"https://pbs.twimg.com/profile_images/431386388/n700774568_2308579_4499460_bigger.jpg","time":1533228330000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Ok, got it, sort of. I don’t think we can learn either from English/Swahili/Java/LLVM/C forms only. But now lets add:\nWhat if you have both C code and its translation to ASM?\nCan we get closer to meaning this way?","rtl":false,"bodyHtml":"Ok, got it, sort of. I don’t think we can learn either from English/Swahili/Java/LLVM/C forms only. But now lets add:\nWhat if you have both C code and its translation to ASM?\nCan we get closer to meaning this way?","id":"1025059674880663553","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533228245000,"replies":2}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"We want \"grounding\" or \"meaning\". In code, one natural interpretation of that is execution. In language, it's \"world state\", however you want to define that. Can you learn \"meaning\" from \"form\"? If form is derived from meaning, yes, at least a little.","rtl":false,"bodyHtml":"We want \"grounding\" or \"meaning\". In code, one natural interpretation of that is execution. In language, it's \"world state\", however you want to define that. Can you learn \"meaning\" from \"form\"? If form is derived from meaning, yes, at least a little.","id":"1025050062701780992","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533225954000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Oh, i keep forgetting this is in the context of “execution”. No we cannot learn execution this way, but this also holds for NL (not sure what execution means in NL though)","rtl":false,"bodyHtml":"Oh, i keep forgetting this is in the context of “execution”. No we cannot learn execution this way, but this also holds for NL (not sure what execution means in NL though)","id":"1025046577361117185","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533225123000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Well, I'm lumping together compilation and execution there...","rtl":false,"bodyHtml":"Well, I'm lumping together compilation and execution there...","id":"1025050986044243968","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533226174000,"replies":0}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"The original question was basically whether you could learn an interpreter or compiler just from looking at programs.","rtl":false,"bodyHtml":"The original question was basically whether you could learn an interpreter or compiler just from looking at programs.","id":"1025050611765530624","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533226085000,"replies":1}}],"tweet":{"images":[],"username":"microth","name":"Michael Roth","bodyText":"Before you guys think of execution, don't you need an interpreter or compiler?","rtl":false,"bodyHtml":"Before you guys think of execution, don't you need an interpreter or compiler?","id":"1025046187051769857","avatar":"https://pbs.twimg.com/profile_images/431386388/n700774568_2308579_4499460_bigger.jpg","time":1533225030000,"replies":2}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"It's been too long since I actually worked with code at that level, but isn't it still devoid of execution information? I think you get the same problem. You need to see the actual registers and whatnot to get supervised execution, or the output of the code for a weaker signal.","rtl":false,"bodyHtml":"It's been too long since I actually worked with code at that level, but isn't it still devoid of execution information? I think you get the same problem. You need to see the actual registers and whatnot to get supervised execution, or the output of the code for a weaker signal.","id":"1025045720468865026","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533224918000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I sort of get it, but now lets go back to LLVM / ASM code. This now becomes more similar to what you describe for NL, doesn’t it? If not, what’s the difference?","rtl":false,"bodyHtml":"I sort of get it, but now lets go back to LLVM / ASM code. This now becomes more similar to what you describe for NL, doesn’t it? If not, what’s the difference?","id":"1025034129765806081","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533222155000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"The entity language model: https://arxiv.org/abs/1708.00781 . This still requires coref supervision, and it just models coref, but you could imagine a crazy big model trained on LM signal only. Again, the point is there _is_ a signal to learn from, not that this is how we should do it.","rtl":false,"bodyHtml":"The entity language model: <a href=\"https://t.co/bwmk8xYDKd\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://arxiv.org/abs/1708.00781\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://arxiv.org/abs/1708.00781\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">arxiv.org/abs/1708.00781</span><span class=\"invisible\"></span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span></span></a>. This still requires coref supervision, and it just models coref, but you could imagine a crazy big model trained on LM signal only. Again, the point is there _is_ a signal to learn from, not that this is how we should do it.","id":"1025035058921406469","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533222376000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Maybe something likehttps://twitter.com/cmunell/status/1024119965732020229?s=21 …","rtl":false,"bodyHtml":"Maybe something like<a href=\"https://t.co/3oRaMnmGtv\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://twitter.com/cmunell/status/1024119965732020229?s=21\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://twitter.com/cmunell/status/1024119965732020229?s=21\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">twitter.com/cmunell/status</span><span class=\"invisible\">/1024119965732020229?s=21</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025036211461804032","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533222651000,"replies":0}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I think I'm starting to grasp it, maybe. Do you have a specific example to clarify how this would work?","rtl":false,"bodyHtml":"I think I'm starting to grasp it, maybe. Do you have a specific example to clarify how this would work?","id":"1025033961871953920","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1533222115000,"replies":2}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"So each sequential utterance shows me an indirect result of what I'm trying to learn. Not a great learning signal, but it's at least theoretically possible to try to learn about world state, because I have some observations that come indirectly from what I'm trying to learn.","rtl":false,"bodyHtml":"So each sequential utterance shows me an indirect result of what I'm trying to learn. Not a great learning signal, but it's at least theoretically possible to try to learn about world state, because I have some observations that come indirectly from what I'm trying to learn.","id":"1025033579728752640","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533222024000,"replies":2}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Now, in language, I want to learn about \"meaning\". Let's say that \"meaning\" is \"how language maps to world state\", however you want to define \"world state\". Because of how discourse works, each utterance in a discourse is intended to update the listener's world state. >","rtl":false,"bodyHtml":"Now, in language, I want to learn about \"meaning\". Let's say that \"meaning\" is \"how language maps to world state\", however you want to define \"world state\". Because of how discourse works, each utterance in a discourse is intended to update the listener's world state. &gt;","id":"1025033177855746050","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533221928000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"In order to learn execution, I need to either see execution (for some kind of supervised learning), or some indirect result of an execution (for some kind of weak / unsupervised learning). I get neither in just code, unless I have tests. >","rtl":false,"bodyHtml":"In order to learn execution, I need to either see execution (for some kind of supervised learning), or some indirect result of an execution (for some kind of weak / unsupervised learning). I get neither in just code, unless I have tests. &gt;","id":"1025032791518531586","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533221836000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Third try :)\n\nI want to learn code execution. I have java code (with no tests). There is no information about execution in the code itself, because I never actually see the output of a function. I see functions called, but this only ever gives me return types. >","rtl":false,"bodyHtml":"Third try :)\n\nI want to learn code execution. I have java code (with no tests). There is no information about execution in the code itself, because I never actually see the output of a function. I see functions called, but this only ever gives me return types. &gt;","id":"1025032577541758976","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533221785000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Shouldn’t it make things easier? (Let’s assume you are ok with a procedural / functional language, without classes, and want to learn only single methods/functions)","rtl":false,"bodyHtml":"Shouldn’t it make things easier? (Let’s assume you are ok with a procedural / functional language, without classes, and want to learn only single methods/functions)","id":"1025031354839429120","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533221493000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"On the other hand, if my collection of java code included the test suite, and I knew how to map the tests to the definitions, there is some hope of learning something.","rtl":false,"bodyHtml":"On the other hand, if my collection of java code included the test suite, and I knew how to map the tests to the definitions, there is some hope of learning something.","id":"1025031251848179712","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533221469000,"replies":0}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"Second try: the whole point of a (modular) program is that works on various inputs. That is, _it's free of grounding_. So you can't really hope to learn grounding from a program. That's very much not true of language.","rtl":false,"bodyHtml":"Second try: the whole point of a (modular) program is that works on various inputs. That is, _it's free of grounding_. So you can't really hope to learn grounding from a program. That's very much not true of language.","id":"1025030904509386752","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533221386000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I don’t fully follow the argument, but it did get me to realize that in PL a lot of action goes into symbols definitions and local re-use, while in NL there are hardly ever any explicit definitions, and symbols retain “meaning” across very long context.\nIt is a major difference.","rtl":false,"bodyHtml":"I don’t fully follow the argument, but it did get me to realize that in PL a lot of action goes into symbols definitions and local re-use, while in NL there are hardly ever any explicit definitions, and symbols retain “meaning” across very long context.\nIt is a major difference.","id":"1025030035911135233","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533221179000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"In a discourse, each utterance updates shared world state. That means I constantly get observations of something drawn from the latent world state, and I can try to learn what's there","rtl":false,"bodyHtml":"In a discourse, each utterance updates shared world state. That means I constantly get observations of something drawn from the latent world state, and I can try to learn what's there","id":"1025028209727787010","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533220743000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"But, again, what internal models of code execution can I update as I read a method? Basically none, because the execution information isn't there except in the type of variables. >","rtl":false,"bodyHtml":"But, again, what internal models of code execution can I update as I read a method? Basically none, because the execution information isn't there except in the type of variables. &gt;","id":"1025027935533584384","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533220678000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"But a single method will.\n\nAlso, can change Java to LLVM, I doubt @emilymbender will care, right?","rtl":false,"bodyHtml":"But a single method will.\n\nAlso, can change Java to LLVM, I doubt <a href=\"/emilymbender\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"172179385\"><s>@</s><b>emilymbender</b></a> will care, right?","id":"1025026899418984448","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533220431000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"But the paragraph of text will let me test my internal coref and argument realization models as I read. Not so with code.","rtl":false,"bodyHtml":"But the paragraph of text will let me test my internal coref and argument realization models as I read. Not so with code.","id":"1025025948402380801","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533220204000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"You could say the same about a collection of news items / wikipedia articles.","rtl":false,"bodyHtml":"You could say the same about a collection of news items / wikipedia articles.","id":"1025025388857241600","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533220071000,"replies":1}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"For local structure, yes, but methods on a class are independent of each other. Also, you largely only get information about the type of variables. Emily's right that there is very little grounding in that kind of data.","rtl":false,"bodyHtml":"For local structure, yes, but methods on a class are independent of each other. Also, you largely only get information about the type of variables. Emily's right that there is very little grounding in that kind of data.","id":"1025025125832249349","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533220008000,"replies":1}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"RandomlyWalking","name":"Charles Sutton","bodyText":"At the granularity that our current models can represent (it's called long *short-term memory* for a reason), code has very strong sequential dependence --- perplexity of LSTM for PL is much lower than NL.","rtl":false,"bodyHtml":"At the granularity that our current models can represent (it's called long *short-term memory* for a reason), code has very strong sequential dependence --- perplexity of LSTM for PL is much lower than NL.","id":"1025028859337613312","avatar":"https://pbs.twimg.com/profile_images/720373384501149696/dvhtzpHN_bigger.jpg","time":1533220898000,"replies":0}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"Sure. It's a difference of degree. I have the impression there is much less dependence on sequential structure in typical PLs than in NL.","rtl":false,"bodyHtml":"Sure. It's a difference of degree. I have the impression there is much less dependence on sequential structure in typical PLs than in NL.","id":"1025026784750985216","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1533220404000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Different Wikipedia articles also appear in any order.","rtl":false,"bodyHtml":"Different Wikipedia articles also appear in any order.","id":"1025025775299436544","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533220163000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"In most languages you can have function/class etc definitions in any order no?","rtl":false,"bodyHtml":"In most languages you can have function/class etc definitions in any order no?","id":"1025024712546639872","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1533219910000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"The sequential nature is also available in PL, no?\nOr you mean gotos/loops/function-calls break it?","rtl":false,"bodyHtml":"The sequential nature is also available in PL, no?\nOr you mean gotos/loops/function-calls break it?","id":"1025024149851385856","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533219776000,"replies":2}}],"tweet":{"images":[],"username":"nlpmattg","name":"Matt Gardner","bodyText":"This is a great example, but it's not quite the same as NL semantics. With language, the sequential aspect of the text lets a model have some hypothesized world state that can be tested for each new utterance. You don't really have that with code.","rtl":false,"bodyHtml":"This is a great example, but it's not quite the same as NL semantics. With language, the sequential aspect of the text lets a model have some hypothesized world state that can be tested for each new utterance. You don't really have that with code.","id":"1025019182079913985","avatar":"https://pbs.twimg.com/profile_images/866660776366493696/y8Pe4Yfz_bigger.jpg","time":1533218591000,"replies":2}},{"children":[],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"Thanks, this is a really clear example!","rtl":false,"bodyHtml":"Thanks, this is a really clear example!","id":"1025016957974863872","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533218061000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Would it work? If so, how? If not, why is that different from NL semantics?","rtl":false,"bodyHtml":"Would it work? If so, how? If not, why is that different from NL semantics?","id":"1025002909040226304","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533214711000,"replies":3}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"Suppose a pretrained-on-collocs system D makes bootstrapping meaning M much easier, from fewer examples E, where M = D(E).\n\nBootstrapping ease B is |M|/|E|\n\nI think the charitable view of the DL crew rhetoric \"D has M!\" is to read that as saying \"D maximizes B!\"","rtl":false,"bodyHtml":"Suppose a pretrained-on-collocs system D makes bootstrapping meaning M much easier, from fewer examples E, where M = D(E).\n\nBootstrapping ease B is |M|/|E|\n\nI think the charitable view of the DL crew rhetoric \"D has M!\" is to read that as saying \"D maximizes B!\"","id":"1025401470701588480","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533309736000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"No supervised training examples allowed. I'm not saying we can't bootstrap from some meaning:form pairs + form to more meaning (that obviously happens).","rtl":false,"bodyHtml":"No supervised training examples allowed. I'm not saying we can't bootstrap from some meaning:form pairs + form to more meaning (that obviously happens).","id":"1025394666714218498","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533308114000,"replies":1}}],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"So assume that you get so good at colloc-based predictions of structure that you can make an executor based on a tiny number of supervised execution examples. Is there still no \"meaning\" in the front end?","rtl":false,"bodyHtml":"So assume that you get so good at colloc-based predictions of structure that you can make an executor based on a tiny number of supervised execution examples. Is there still no \"meaning\" in the front end?","id":"1025392871577346049","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533307686000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I see colloq data & LM as the same for present purposes.  So, colloq data is admissible in the input in the thought experiment because it won't help you any more than LM.","rtl":false,"bodyHtml":"I see colloq data &amp; LM as the same for present purposes.  So, colloq data is admissible in the input in the thought experiment because it won't help you any more than LM.","id":"1025383107459829760","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533305358000,"replies":1}}],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"There seems to be a smooth path (hmm — a differentiable surface?) from admitting colloc data as a shortcut to meaning to admitting LM-derived embeddings as \"meaning\", which admission — I believe — is the point Emily is attacking.  Slippery slope indeed","rtl":false,"bodyHtml":"There seems to be a smooth path (hmm — a differentiable surface?) from admitting colloc data as a shortcut to meaning to admitting LM-derived embeddings as \"meaning\", which admission — I believe — is the point Emily is attacking.  Slippery slope indeed","id":"1025378482044395521","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533304255000,"replies":1}}],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":".@trochee you can get your colloc info from lots of code, can’t you? If you wanna train on less code, using colloc tables (with nothing else) it’s a reasonable shortcut, ie, not cheating/grounding, imo.\nI’d say that concordance info is on the slippery slope but still permissible.","rtl":false,"bodyHtml":".<a href=\"/trochee\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"1110191\"><s>@</s><b>trochee</b></a> you can get your colloc info from lots of code, can’t you? If you wanna train on less code, using colloc tables (with nothing else) it’s a reasonable shortcut, ie, not cheating/grounding, imo.\nI’d say that concordance info is on the slippery slope but still permissible.","id":"1025335106544828416","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1533293913000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"oxinabox_frames","name":"Lyndon \"Frames\" White","bodyText":"I'm am not a linguist (IANAL), but the distributional hypothesis is that linguistic items with similar distributions have similar meanings. Which  I gather Firth was getting at. Then we are fine. We don't capture meaning (as no grounding), but we do capture similarity of meaning.","rtl":false,"bodyHtml":"I'm am not a linguist (IANAL), but the distributional hypothesis is that linguistic items with similar distributions have similar meanings. Which  I gather Firth was getting at. Then we are fine. We don't capture meaning (as no grounding), but we do capture similarity of meaning.","id":"1025269325890895872","avatar":"https://pbs.twimg.com/profile_images/968654413446332416/Xfa9JAc9_bigger.jpg","time":1533278230000,"replies":0}}],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"So do \"frequent collocations\" tables, concordance style, capture any meaning, or is Firth's Maxim 100% off limits?","rtl":false,"bodyHtml":"So do \"frequent collocations\" tables, concordance style, capture any meaning, or is Firth's Maxim 100% off limits?","id":"1025210472172113920","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533264198000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Disallow.  Surface form of the language at hand only.","rtl":false,"bodyHtml":"Disallow.  Surface form of the language at hand only.","id":"1025021787459936256","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533219212000,"replies":1}}],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"This may be a distraction but does your thought experiment allow or forbid the inclusion of, say, comments and linter warnings added by fleets of humans and machines in the process of doing other things?","rtl":false,"bodyHtml":"This may be a distraction but does your thought experiment allow or forbid the inclusion of, say, comments and linter warnings added by fleets of humans and machines in the process of doing other things?","id":"1025021064865181697","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533219040000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"oxinabox_frames","name":"Lyndon \"Frames\" White","bodyText":"I guess the point is to ground it to something represents the reality. So  can ground  [[good]] to 5 star reviews & now I have meanings. If I say that an ERS has X meaning then the same. But collocations themselves represent not much external to the language. Nothing to ground to","rtl":false,"bodyHtml":"I guess the point is to ground it to something represents the reality. So  can ground  [[good]] to 5 star reviews &amp; now I have meanings. If I say that an ERS has X meaning then the same. But collocations themselves represent not much external to the language. Nothing to ground to","id":"1025557049264889856","avatar":"https://pbs.twimg.com/profile_images/968654413446332416/Xfa9JAc9_bigger.jpg","time":1533346829000,"replies":0}}],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"... but ERS ultimately boils out to [[good]] or [[bad]], too, without a statement of what they \"mean\" either","rtl":false,"bodyHtml":"... but ERS ultimately boils out to [[good]] or [[bad]], too, without a statement of what they \"mean\" either","id":"1025393552291840006","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533307848000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"And of course:https://twitter.com/emilymbender/status/1025025111487737856?s=21 …","rtl":false,"bodyHtml":"And of course:<a href=\"https://t.co/go10IWdxJZ\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://twitter.com/emilymbender/status/1025025111487737856?s=21\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://twitter.com/emilymbender/status/1025025111487737856?s=21\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">twitter.com/emilymbender/s</span><span class=\"invisible\">tatus/1025025111487737856?s=21</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025393749051015169","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533307895000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Related:https://twitter.com/yoavgo/status/1024057777621295105?s=21 …","rtl":false,"bodyHtml":"Related:<a href=\"https://t.co/m6BT5qTGf1\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://twitter.com/yoavgo/status/1024057777621295105?s=21\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://twitter.com/yoavgo/status/1024057777621295105?s=21\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">twitter.com/yoavgo/status/</span><span class=\"invisible\">1024057777621295105?s=21</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025393502761504768","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533307836000,"replies":1}}],"tweet":{"images":[],"username":"oxinabox_frames","name":"Lyndon \"Frames\" White","bodyText":"Let's say I have perfect collocation knowledge of some sym. WRT Firth, if I find another symbol that cooccurs with in the same then I know the symbols are similar in meaning.  Say I want to do sentiment analysis. At no point does this collocation tell me the symbol means good/bad","rtl":false,"bodyHtml":"Let's say I have perfect collocation knowledge of some sym. WRT Firth, if I find another symbol that cooccurs with in the same then I know the symbols are similar in meaning.  Say I want to do sentiment analysis. At no point does this collocation tell me the symbol means good/bad","id":"1025382369547583489","avatar":"https://pbs.twimg.com/profile_images/968654413446332416/Xfa9JAc9_bigger.jpg","time":1533305182000,"replies":2}}],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"Not trying to troll here, but isn't colloc data (pace Firth) also signal about meaning?\n\nI think this is the cusp this argument teeters on.","rtl":false,"bodyHtml":"Not trying to troll here, but isn't colloc data (pace Firth) also signal about meaning?\n\nI think this is the cusp this argument teeters on.","id":"1025379090835038208","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533304400000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Well sure if the training data for the supervised task involves signal about meanings.  But that's not the question at hand.","rtl":false,"bodyHtml":"Well sure if the training data for the supervised task involves signal about meanings.  But that's not the question at hand.","id":"1025371879832342528","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533302681000,"replies":1}}],"tweet":{"images":[],"username":"oxinabox_frames","name":"Lyndon \"Frames\" White","bodyText":"This is a great conversation.\nSay we have a NN with input some word embeddings based on LM, and trained in a supervised way to do say: sentiment analysis, topic classification or the color prediction I'm working on.\nIs there now (a little) meaning in the system's representations?","rtl":false,"bodyHtml":"This is a great conversation.\nSay we have a NN with input some word embeddings based on LM, and trained in a supervised way to do say: sentiment analysis, topic classification or the color prediction I'm working on.\nIs there now (a little) meaning in the system's representations?","id":"1025262113718063104","avatar":"https://pbs.twimg.com/profile_images/968654413446332416/Xfa9JAc9_bigger.jpg","time":1533276511000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"MaharriT","name":"Mitch Harris","bodyText":"I highly suspect that what they mean by 'meaning' is not at all what you mean by 'meaning':\nhttps://twitter.com/zacharylipton/status/1016482790462951424 …\nOK I don't suspect. Like you've pointed out before, most DL NLP is linguistics blind, and they're using 'meaning' in a horribly naive way.","rtl":false,"bodyHtml":"I highly suspect that what they mean by 'meaning' is not at all what you mean by 'meaning':\n<a href=\"https://t.co/kUb0s2dcOw\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://twitter.com/zacharylipton/status/1016482790462951424\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://twitter.com/zacharylipton/status/1016482790462951424\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">twitter.com/zacharylipton/</span><span class=\"invisible\">status/1016482790462951424</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>\nOK I don't suspect. Like you've pointed out before, most DL NLP is linguistics blind, and they're using 'meaning' in a horribly naive way.","id":"1025056393823506432","avatar":"https://pbs.twimg.com/profile_images/821028321190445057/CJluoNcL_bigger.jpg","time":1533227463000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Yes. Because I see DL people claiming that their NNs trained with only text as input (i.e. a LM task) have picked up representations of \"meaning\". The point I'm trying to get across is that the meaning is not in the form if you don't already know the language.","rtl":false,"bodyHtml":"Yes. Because I see DL people claiming that their NNs trained with only text as input (i.e. a LM task) have picked up representations of \"meaning\". The point I'm trying to get across is that the meaning is not in the form if you don't already know the language.","id":"1025021672888270849","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533219185000,"replies":2}}],"tweet":{"images":[],"username":"trochee","name":"Jeremy Kahn","bodyText":"Emily, I'm assuming you are proposing an experiment with no supervision in the training data? \n\nI love this dialogue so much.","rtl":false,"bodyHtml":"Emily, I'm assuming you are proposing an experiment with no supervision in the training data? \n\nI love this dialogue so much.","id":"1025020698949873669","avatar":"https://pbs.twimg.com/profile_images/27996782/wind_bigger.jpg","time":1533218953000,"replies":2}},{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"But I don't think it is. The Chinese room involves giving the operator inside the room as set of instructions to follow to manipulate symbols.  Here all that is provided is the form of the java code.","rtl":false,"bodyHtml":"But I don't think it is. The Chinese room involves giving the operator inside the room as set of instructions to follow to manipulate symbols.  Here all that is provided is the form of the java code.","id":"1025170936352235520","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533254772000,"replies":0}}],"tweet":{"images":[],"username":"brendan642","name":"brendan o'connor","bodyText":"great task - chinese room for execution semantics","rtl":false,"bodyHtml":"great task - chinese room for execution semantics","id":"1025137379185766402","avatar":"https://pbs.twimg.com/profile_images/280780289/437d092340f043dda761cfcbdace5d59_bigger.jpeg","time":1533246771000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Ok, how's this: Give your NN all well-formed java code that's ever been written but only the surface form of the code. Then ask it to evaluate (i.e. execute) part of it.","rtl":false,"bodyHtml":"Ok, how's this: Give your NN all well-formed java code that's ever been written but only the surface form of the code. Then ask it to evaluate (i.e. execute) part of it.","id":"1025002835467890689","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533214694000,"replies":4}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"Yes, it does operate on top of a dependencies. Regarding your parenthetical, I like this because it's well-defined and provable/disprovable. I wonder if we could come up with a few challenge problems that the skeptics/believers here agree are good tests. Thoughts @emilymbender ?","rtl":false,"bodyHtml":"Yes, it does operate on top of a dependencies. Regarding your parenthetical, I like this because it's well-defined and provable/disprovable. I wonder if we could come up with a few challenge problems that the skeptics/believers here agree are good tests. Thoughts <a href=\"/emilymbender\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"172179385\"><s>@</s><b>emilymbender</b></a> ?","id":"1024229361409503233","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533030283000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Pretty sure it works on top of parse trees, though. (So it depends on whether or not you believe the equivalent of stanford-dependencies—which include passive/active marking—can be inferred from text alone.)","rtl":false,"bodyHtml":"Pretty sure it works on top of parse trees, though. (So it depends on whether or not you believe the equivalent of stanford-dependencies—which include passive/active marking—can be inferred from text alone.)","id":"1024182603933474816","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1533019135000,"replies":1}}],"tweet":{"images":[],"username":"gneubig","name":"Graham Neubig","bodyText":"Yes, there is this: http://alchemy.cs.washington.edu/usp/poon09.pdf \n(I'm not saying this learns all of semantics, but it is an attempt to learn more complicated equivalences like the one you cited here)","rtl":false,"bodyHtml":"Yes, there is this: <a href=\"https://t.co/uxucwNS6Nt\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://alchemy.cs.washington.edu/usp/poon09.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://alchemy.cs.washington.edu/usp/poon09.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">alchemy.cs.washington.edu/usp/poon09.pdf</span><span class=\"invisible\"></span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span></span></a>\n(I'm not saying this learns all of semantics, but it is an attempt to learn more complicated equivalences like the one you cited here)","id":"1024158516716728321","avatar":"https://pbs.twimg.com/profile_images/1115600347/drawing-me_bigger.png","time":1533013392000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"First, yes, some constituent structure can be induced, but I'm not convinced it all can. But even if it could be: How's the learner going to get active/passive equivalence? Dative alternation? Long distance dependencies? W/o these, you don't have predicate-argument structure.","rtl":false,"bodyHtml":"First, yes, some constituent structure can be induced, but I'm not convinced it all can. But even if it could be: How's the learner going to get active/passive equivalence? Dative alternation? Long distance dependencies? W/o these, you don't have predicate-argument structure.","id":"1024079051193901056","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532994446000,"replies":2}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"But I thought we agreed constituent structure can be induced? So why not predicate structure? Is this really a qualitative difference?","rtl":false,"bodyHtml":"But I thought we agreed constituent structure can be induced? So why not predicate structure? Is this really a qualitative difference?","id":"1024054626184777734","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532988623000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"For the same reason that natural languages can't be described with regular expressions. There's structure there behind the strings and linear order (and morphology) is only a partial reflection of it.","rtl":false,"bodyHtml":"For the same reason that natural languages can't be described with regular expressions. There's structure there behind the strings and linear order (and morphology) is only a partial reflection of it.","id":"1024053627525062656","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532988385000,"replies":1}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"Ok yeah probably.","rtl":false,"bodyHtml":"Ok yeah probably.","id":"1024055948762116096","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532988938000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I don’t think so. Not to the same extent. For example the LM will most probably lump together buy and sell.","rtl":false,"bodyHtml":"I don’t think so. Not to the same extent. For example the LM will most probably lump together buy and sell.","id":"1024055427678527488","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532988814000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"That should be easy for a language model, no?","rtl":false,"bodyHtml":"That should be easy for a language model, no?","id":"1024054860025614337","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532988679000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"For one, AMR has PropBank verb groups if I remember correctly, so you can learn which verbs mean roughly the same thing.","rtl":false,"bodyHtml":"For one, AMR has PropBank verb groups if I remember correctly, so you can learn which verbs mean roughly the same thing.","id":"1024054112877531137","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532988501000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"What do you think are those aspects of AMR/ESR that are absolutely impossible to induce from strings? Genuine question.","rtl":false,"bodyHtml":"What do you think are those aspects of AMR/ESR that are absolutely impossible to induce from strings? Genuine question.","id":"1024052520661012480","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532988121000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I certainly agree that the parts of meaning grounded in perception and interaction are not available from form alone. I also think aspects of what's in AMR or ERS also aren't available from form alone.\n\nAnd I think a lot of the ML #NLProc literature pretends that it all is.","rtl":false,"bodyHtml":"I certainly agree that the parts of meaning grounded in perception and interaction are not available from form alone. I also think aspects of what's in AMR or ERS also aren't available from form alone.\n\nAnd I think a lot of the ML <a href=\"/hashtag/NLProc?src=hash\" data-query-source=\"hashtag_click\" class=\"twitter-hashtag pretty-link js-nav\" dir=\"ltr\"><s>#</s><b>NLProc</b></a> literature pretends that it all is.","id":"1024051676691324929","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987920000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I would only agree with this claim if meaning is defined to include grounding in perception and interaction.","rtl":false,"bodyHtml":"I would only agree with this claim if meaning is defined to include grounding in perception and interaction.","id":"1024051139363446790","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532987792000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I agree inducing semantic reps is more difficult than inducing syntax trees, but I don't think this difference of degree is grounds fire the very categorical claim you've been making that learning meaning from form alone is absolutely impossible.","rtl":false,"bodyHtml":"I agree inducing semantic reps is more difficult than inducing syntax trees, but I don't think this difference of degree is grounds fire the very categorical claim you've been making that learning meaning from form alone is absolutely impossible.","id":"1024050790900682752","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532987709000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I suspect you can get some syntax from form alone, but not enough to get to reliable predicate-argument structures.","rtl":false,"bodyHtml":"I suspect you can get some syntax from form alone, but not enough to get to reliable predicate-argument structures.","id":"1024050047430811648","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987531000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"(I'd do that escape room tho!!)","rtl":false,"bodyHtml":"(I'd do that escape room tho!!)","id":"1024052076798603264","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532988015000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Ok, I can agree to that I think. As long as we are not calling them meaning :)","rtl":false,"bodyHtml":"Ok, I can agree to that I think. As long as we are not calling them meaning :)","id":"1024052340381442050","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532988078000,"replies":0}},{"children":[{"children":[],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":"Harder but still not impossible is to generalize & learn that any <active,passive> pair are similar in meaning. Need more learning bias (perhaps hard-coded structures), but still with no annotations.","rtl":false,"bodyHtml":"Harder but still not impossible is to generalize &amp; learn that any &lt;active,passive&gt; pair are similar in meaning. Need more learning bias (perhaps hard-coded structures), but still with no annotations.","id":"1024073171551625216","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1532993045000,"replies":0}}],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":"I don’t think it’s impossible for the model to learn that these 2 sentence (active, passive) are same/sim in meaning (because they are likely to have similar contexts). For many MLers, it’s already sorta semantic learning. But linguists wld yell: it didn’t understand the meaning!","rtl":false,"bodyHtml":"I don’t think it’s impossible for the model to learn that these 2 sentence (active, passive) are same/sim in meaning (because they are likely to have similar contexts). For many MLers, it’s already sorta semantic learning. But linguists wld yell: it didn’t understand the meaning!","id":"1024072247127035904","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1532992824000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"The analogy is meant to illustrate what a machine can & can't hope to learn. If the machine learner is a neural net w/o linguistic info and it gets strings paired with AMR or ERS I claim it can learn qualitatively different things than if it just gets the strings.","rtl":false,"bodyHtml":"The analogy is meant to illustrate what a machine can &amp; can't hope to learn. If the machine learner is a neural net w/o linguistic info and it gets strings paired with AMR or ERS I claim it can learn qualitatively different things than if it just gets the strings.","id":"1024052037573468160","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532988006000,"replies":3}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Also in the AMR example, you wouldn’t be able to learn anything without some familiarity with such formalisms","rtl":false,"bodyHtml":"Also in the AMR example, you wouldn’t be able to learn anything without some familiarity with such formalisms","id":"1024051658991525889","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987916000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I hate escape rooms, but I do need an incentive!","rtl":false,"bodyHtml":"I hate escape rooms, but I do need an incentive!","id":"1024052048160075777","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532988008000,"replies":0}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I like the escape room twist on this!","rtl":false,"bodyHtml":"I like the escape room twist on this!","id":"1024051832300216320","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532987957000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I thought the question was about me locked in a Thai library and having to deduce something about the predicate-argument structure in order to escape. Of course I have some prior knowledge.","rtl":false,"bodyHtml":"I thought the question was about me locked in a Thai library and having to deduce something about the predicate-argument structure in order to escape. Of course I have some prior knowledge.","id":"1024051603995848706","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987903000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"So you've programmed in some linguistic knowledge then & are not working from just the surface forms.","rtl":false,"bodyHtml":"So you've programmed in some linguistic knowledge then &amp; are not working from just the surface forms.","id":"1024050775792570368","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987705000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I don’t follow unsupervised parsing. For a human that is aware of the concept of passive, I think this part of the task will be doable, much more than to a computer.","rtl":false,"bodyHtml":"I don’t follow unsupervised parsing. For a human that is aware of the concept of passive, I think this part of the task will be doable, much more than to a computer.","id":"1024050443960430593","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987626000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"What's the SOTA in unsupervised parsing? Is there some system somewhere that e.g. picks up the passive alternation and would link the subject of \"Kim at the cake\" with the by phrase in \"The cake was eaten by Kim\"?","rtl":false,"bodyHtml":"What's the SOTA in unsupervised parsing? Is there some system somewhere that e.g. picks up the passive alternation and would link the subject of \"Kim at the cake\" with the by phrase in \"The cake was eaten by Kim\"?","id":"1024049951100162049","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987508000,"replies":3}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I'm not sure what principled difference there is between AMR/ESR (which if I understand correctly you  think can't be induced from raw text) and syntax trees, which  should be possible to induce?","rtl":false,"bodyHtml":"I'm not sure what principled difference there is between AMR/ESR (which if I understand correctly you  think can't be induced from raw text) and syntax trees, which  should be possible to induce?","id":"1024048230848442369","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532987098000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Regularities of what attaches to what. Maybe deduction of heads. Identifying what are likely verbs. Seeing valency frames.","rtl":false,"bodyHtml":"Regularities of what attaches to what. Maybe deduction of heads. Identifying what are likely verbs. Seeing valency frames.","id":"1024050662861164545","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987678000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I don't understand. Constituency structure is learned without supervision (okay maybe) and then?","rtl":false,"bodyHtml":"I don't understand. Constituency structure is learned without supervision (okay maybe) and then?","id":"1024050249843666944","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987580000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"From human-level decypherment of the constituency structure. (I am not saying it is easy, but doable)","rtl":false,"bodyHtml":"From human-level decypherment of the constituency structure. (I am not saying it is easy, but doable)","id":"1024049790554972162","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987470000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Disagree. Where did the parse trees come from? If from unsupervised parsing, you're not going to get as rich a a signal. If from annotation, then you've got human annotators who are working informed by the meaning.","rtl":false,"bodyHtml":"Disagree. Where did the parse trees come from? If from unsupervised parsing, you're not going to get as rich a a signal. If from annotation, then you've got human annotators who are working informed by the meaning.","id":"1024049114189688832","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987309000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I think a lot of this is deducible also from parse trees, and hence also from strings.","rtl":false,"bodyHtml":"I think a lot of this is deducible also from parse trees, and hence also from strings.","id":"1024048923588132867","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987263000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Also probably deducible also from strings, up to arbitrary mapping (that is, you may be able to learn both number and gender, but not know which is which, or which gender is which).","rtl":false,"bodyHtml":"Also probably deducible also from strings, up to arbitrary mapping (that is, you may be able to learn both number and gender, but not know which is which, or which gender is which).","id":"1024049414359449600","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532987380000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I could also probably work out quite a bit about the syntactic structures of Thai, as well as things like how tense/aspect and person/number are expressed, how arguments are marked, etc.","rtl":false,"bodyHtml":"I could also probably work out quite a bit about the syntactic structures of Thai, as well as things like how tense/aspect and person/number are expressed, how arguments are marked, etc.","id":"1024048903195254785","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987259000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Arguably how to construct Thai predicate-argument structures for new sentences, including which words contribute which predicate symbols (but not info about what those mean), how many arguments each predicate takes, which pred. symbols are typically arguments of which others.","rtl":false,"bodyHtml":"Arguably how to construct Thai predicate-argument structures for new sentences, including which words contribute which predicate symbols (but not info about what those mean), how many arguments each predicate takes, which pred. symbols are typically arguments of which others.","id":"1024048532754391040","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987170000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Back to your thought experiment, if you were put in a room with all the Thai literature + their AMR / ERS graphs (with Thai labels), what would you be able to learn from it?","rtl":false,"bodyHtml":"Back to your thought experiment, if you were put in a room with all the Thai literature + their AMR / ERS graphs (with Thai labels), what would you be able to learn from it?","id":"1024047719185301505","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532986976000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I strongly disagree. AMRs (or better: ERSs!) make explicit certain aspects of sentence meaning. If the training data is surface form+AMR (/ERS), then the learner learns something about compositional semantics (how the pieces fit together) that is not explicit in the surface form.","rtl":false,"bodyHtml":"I strongly disagree. AMRs (or better: ERSs!) make explicit certain aspects of sentence meaning. If the training data is surface form+AMR (/ERS), then the learner learns something about compositional semantics (how the pieces fit together) that is not explicit in the surface form.","id":"1024047008783392769","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986807000,"replies":2}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"Yeah, no it doesn't if you think meaning needs to be grounded in perception and action, or some such. But my point is if you think AMRs are about meaning, you have little ground to deny LMs learn something about meaning.","rtl":false,"bodyHtml":"Yeah, no it doesn't if you think meaning needs to be grounded in perception and action, or some such. But my point is if you think AMRs are about meaning, you have little ground to deny LMs learn something about meaning.","id":"1024046454913073152","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532986675000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"AMR is also not about meaning though.","rtl":false,"bodyHtml":"AMR is also not about meaning though.","id":"1024045586289491974","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532986468000,"replies":1}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"I think maybe the point is that while a child wouldn't learn much in this scenario, a computer could learn a lot of tasks typically included in Semeval, many of them arguably involve meaning to at least the same degree that AMRs etc do.","rtl":false,"bodyHtml":"I think maybe the point is that while a child wouldn't learn much in this scenario, a computer could learn a lot of tasks typically included in Semeval, many of them arguably involve meaning to at least the same degree that AMRs etc do.","id":"1024045423542067201","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532986429000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Yeah I was just completing your “it will learn X but not the language” with another X.","rtl":false,"bodyHtml":"Yeah I was just completing your “it will learn X but not the language” with another X.","id":"1024044384399122432","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532986181000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Yes, LM exist. That's kinda beside the point though, isn't it?","rtl":false,"bodyHtml":"Yes, LM exist. That's kinda beside the point though, isn't it?","id":"1024044160892907520","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986128000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"The kid might learn a language model though. That is, be able to produce sentences, even generalize to unseen ones. Maybe even reasonably complete sentences posed by others. (Need to be a really robotic kid though.)","rtl":false,"bodyHtml":"The kid might learn a language model though. That is, be able to produce sentences, even generalize to unseen ones. Maybe even reasonably complete sentences posed by others. (Need to be a really robotic kid though.)","id":"1024043893233475585","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532986064000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I think this is non-obvious for some because as language users, we do feel like \"strings are meaning representations\". But if we're trying to understand what meanings strings have (and how they work), then that doesn't work. We have to pull them apart.https://twitter.com/jacobandreas/status/1023727972694421504 …","rtl":false,"bodyHtml":"I think this is non-obvious for some because as language users, we do feel like \"strings are meaning representations\". But if we're trying to understand what meanings strings have (and how they work), then that doesn't work. We have to pull them apart.<a href=\"https://t.co/s8P7SlNHrD\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://twitter.com/jacobandreas/status/1023727972694421504\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://twitter.com/jacobandreas/status/1023727972694421504\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">twitter.com/jacobandreas/s</span><span class=\"invisible\">tatus/1023727972694421504</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1024044073026342912","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986107000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"I do agree with your point that a entity requires a lot of context to grasp meaning.   Here's a capability model https://medium.com/intuitionmachine/an-advanced-capability-maturity-level-for-artificial-general-intelligence-b300dafaca3f … so you can navigate.","rtl":false,"bodyHtml":"I do agree with your point that a entity requires a lot of context to grasp meaning.   Here's a capability model <a href=\"https://t.co/hkM16y2IVV\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://medium.com/intuitionmachine/an-advanced-capability-maturity-level-for-artificial-general-intelligence-b300dafaca3f\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://medium.com/intuitionmachine/an-advanced-capability-maturity-level-for-artificial-general-intelligence-b300dafaca3f\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">medium.com/intuitionmachi</span><span class=\"invisible\">ne/an-advanced-capability-maturity-level-for-artificial-general-intelligence-b300dafaca3f</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a> so you can navigate.","id":"1024043664912384000","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532986010000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"They could learn the sound system, and prosody, and maybe do some word segmentation. But again, if the input is form only, then they only thing you can hope to learn is properties of the forms.","rtl":false,"bodyHtml":"They could learn the sound system, and prosody, and maybe do some word segmentation. But again, if the input is form only, then they only thing you can hope to learn is properties of the forms.","id":"1024042982972903425","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532985847000,"replies":3}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I'm not actually arguing for any particular approach to semantics. I'm making the point that languages are symbolic systems, i.e. systems for taking atomic pairings of form & meaning and making larger symbols which are also pairings of form & meaning.","rtl":false,"bodyHtml":"I'm not actually arguing for any particular approach to semantics. I'm making the point that languages are symbolic systems, i.e. systems for taking atomic pairings of form &amp; meaning and making larger symbols which are also pairings of form &amp; meaning.","id":"1024050462671089664","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987630000,"replies":0}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"That's my guess at what's at stake when we argue about 'meaning', at least in this context.","rtl":false,"bodyHtml":"That's my guess at what's at stake when we argue about 'meaning', at least in this context.","id":"1024050194231513090","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532987566000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Not sure what you mean by \"core of a non-grounded approach to semantics\".","rtl":false,"bodyHtml":"Not sure what you mean by \"core of a non-grounded approach to semantics\".","id":"1024049333610536960","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532987361000,"replies":1}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"Agreed. I guess I'd argue that it wouldn't be very satisfying to use this kind of form/meaning distinction as the core of a non-grounded approach to semantics _if_ it were the case (it isn't now!) that we could pull this kind of learning off with only minimal additional guidance.","rtl":false,"bodyHtml":"Agreed. I guess I'd argue that it wouldn't be very satisfying to use this kind of form/meaning distinction as the core of a non-grounded approach to semantics _if_ it were the case (it isn't now!) that we could pull this kind of learning off with only minimal additional guidance.","id":"1024048592758210561","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532987185000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"Yes, I agree. There's a lot of knowledge about the world that needs to exist before you can bootstrap by reading about the world.","rtl":false,"bodyHtml":"Yes, I agree. There's a lot of knowledge about the world that needs to exist before you can bootstrap by reading about the world.","id":"1024048016041431040","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532987047000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"But that \"minimal additional guidance/data\" is something other than just the surface form. The point I'm trying to make is that if the input is form only, then you can only learn about the form.","rtl":false,"bodyHtml":"But that \"minimal additional guidance/data\" is something other than just the surface form. The point I'm trying to make is that if the input is form only, then you can only learn about the form.","id":"1024047663447040000","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986963000,"replies":2}},{"children":[],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"Related likely to Moravec's paradox.https://medium.com/intuitionmachine/moravecs-paradox-implies-that-agi-is-closer-than-we-think-9011048bc4a1 …","rtl":false,"bodyHtml":"Related likely to Moravec's paradox.<a href=\"https://t.co/Pxxyzyu5di\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://medium.com/intuitionmachine/moravecs-paradox-implies-that-agi-is-closer-than-we-think-9011048bc4a1\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://medium.com/intuitionmachine/moravecs-paradox-implies-that-agi-is-closer-than-we-think-9011048bc4a1\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">medium.com/intuitionmachi</span><span class=\"invisible\">ne/moravecs-paradox-implies-that-agi-is-closer-than-we-think-9011048bc4a1</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1024047665695346688","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532986964000,"replies":0}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"Something like language modeling, with some minimal additional guidance/data to teach it what the notion of entailment is (but not how any particular language works). I don't think it's something we can do now or soon, but I don't see a strong argument that it's impossible.","rtl":false,"bodyHtml":"Something like language modeling, with some minimal additional guidance/data to teach it what the notion of entailment is (but not how any particular language works). I don't think it's something we can do now or soon, but I don't see a strong argument that it's impossible.","id":"1024047314040705024","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532986880000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Really? What's the training data in that case?","rtl":false,"bodyHtml":"Really? What's the training data in that case?","id":"1024046261702279168","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986629000,"replies":1}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"I'm mostly on the same page, but I think it's plausible for a learner to learn to do something like RTE (which does get at something more meaning-like than bare forms) while learning almost entirely _from_ raw form.","rtl":false,"bodyHtml":"I'm mostly on the same page, but I think it's plausible for a learner to learn to do something like RTE (which does get at something more meaning-like than bare forms) while learning almost entirely _from_ raw form.","id":"1024046132123627521","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532986598000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Analogously, humans can learn new words by reading dictionary or textbook definitions of them. That's arguably again only text, but (a) a special case and (b) text arranged in a certain way, i.e. with the metadata that this text defines that text.","rtl":false,"bodyHtml":"Analogously, humans can learn new words by reading dictionary or textbook definitions of them. That's arguably again only text, but (a) a special case and (b) text arranged in a certain way, i.e. with the metadata that this text defines that text.","id":"1024045191290748928","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986374000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"You may be able to design a task where the only input is sentences which have been arranged in such a way that you can approximate some of this (RTE arguably has this property), but then you're not only learning from form.","rtl":false,"bodyHtml":"You may be able to design a task where the only input is sentences which have been arranged in such a way that you can approximate some of this (RTE arguably has this property), but then you're not only learning from form.","id":"1024045018581889024","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986332000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"I've got to ask,  what's the rawest or most primitive form of meaning?","rtl":false,"bodyHtml":"I've got to ask,  what's the rawest or most primitive form of meaning?","id":"1024045183695024128","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532986372000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Meaning is a whole huge range of things,  including things like: set-theoretic truth conditional denotations or prototypes or whatever you want there (\"Is a stone lion a lion?\"), predicate-argument structure, information structure, the social signals attached to sociolx variables","rtl":false,"bodyHtml":"Meaning is a whole huge range of things,  including things like: set-theoretic truth conditional denotations or prototypes or whatever you want there (\"Is a stone lion a lion?\"), predicate-argument structure, information structure, the social signals attached to sociolx variables","id":"1024044845852028928","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986291000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Parts of speech are generalizations about the distribution of forms. That makes them part of the form side of the form meaning pairing.","rtl":false,"bodyHtml":"Parts of speech are generalizations about the distribution of forms. That makes them part of the form side of the form meaning pairing.","id":"1024044453739225088","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532986198000,"replies":1}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"Well, parts-of-speech aren't *there* either, but I can learn them just fine from text. We're stuck in a loop until you clarify the difference between *meaning* and other latent variables that can be inferred from text just fine.","rtl":false,"bodyHtml":"Well, parts-of-speech aren't *there* either, but I can learn them just fine from text. We're stuck in a loop until you clarify the difference between *meaning* and other latent variables that can be inferred from text just fine.","id":"1024044298134802432","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532986161000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"I agree, learning regularities in the data is not learning semantics.  To do this requires experimentation and teaching.","rtl":false,"bodyHtml":"I agree, learning regularities in the data is not learning semantics.  To do this requires experimentation and teaching.","id":"1024043969154625536","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532986082000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"You can't learn what's not there.","rtl":false,"bodyHtml":"You can't learn what's not there.","id":"1024043563498131457","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532985986000,"replies":2}}],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"Well, a human kid is very different from a deep learning network.  In this context, a network will learn a lot more than a human kid.","rtl":false,"bodyHtml":"Well, a human kid is very different from a deep learning network.  In this context, a network will learn a lot more than a human kid.","id":"1024043276993748992","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532985917000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Someone came up to me afterwards and asked: Really? If you put a kid in a room with just audiobooks, they won't learn the language. My answer: No, no they won't.","rtl":false,"bodyHtml":"Someone came up to me afterwards and asked: Really? If you put a kid in a room with just audiobooks, they won't learn the language. My answer: No, no they won't.","id":"1024042790257221632","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532985801000,"replies":2}},{"children":[{"children":[],"tweet":{"images":[],"username":"yuvalpi","name":"Yuval Pinter has escaped from <span class=\"Emoji Emoji--forLinks\" style=\"background-image:url('https://abs.twimg.com/emoji/v2/72x72/1f5fd.png')\" title=\"Statue de la liberté\" aria-label=\"Emoji: Statue de la liberté\">&nbsp;</span><span class=\"visuallyhidden\" aria-hidden=\"true\">🗽</span>","bodyText":"You really Thai'd the room together with that one","rtl":false,"bodyHtml":"You really Thai'd the room together with that one","id":"1024148029295796224","avatar":"https://pbs.twimg.com/profile_images/769337894716764160/SnYXK-9V_bigger.jpg","time":1533010892000,"replies":0}}],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"The Thai room thought experiment?","rtl":false,"bodyHtml":"The Thai room thought experiment?","id":"1024042774881071110","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532985797000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I tried to get this point across at my #RELNLP talk by having folks imagine they were given the sum total of all Thai literature in a huge library.  (All in Thai, no translations.)  Assuming you don't already know Thai, you won't learn it from that.","rtl":false,"bodyHtml":"I tried to get this point across at my <a href=\"/hashtag/RELNLP?src=hash\" data-query-source=\"hashtag_click\" class=\"twitter-hashtag pretty-link js-nav\" dir=\"ltr\"><s>#</s><b>RELNLP</b></a> talk by having folks imagine they were given the sum total of all Thai literature in a huge library.  (All in Thai, no translations.)  Assuming you don't already know Thai, you won't learn it from that.","id":"1024042044035985408","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532985623000,"replies":2}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"(I'd argue that for syntactic fieldwork, we also want to present sentences in context, because speakers will otherwise invent their own and possibly not consistently. This leads to e.g. sentences with marked information structure getting starred out of context.)","rtl":false,"bodyHtml":"(I'd argue that for syntactic fieldwork, we also want to present sentences in context, because speakers will otherwise invent their own and possibly not consistently. This leads to e.g. sentences with marked information structure getting starred out of context.)","id":"1024078376032591872","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532994285000,"replies":0}},{"children":[{"children":[],"tweet":{"images":[],"username":"linguistcarolyn","name":"Carolyn Anderson","bodyText":"(And, yes, while doing the fieldwork, the stimuli are presented to a speaker who has the grammar, but in order to present the findings to an audience that lacks knowledge of the grammar, you *have* to present the context along with the form; unlike with syntactical judgments.)","rtl":false,"bodyHtml":"(And, yes, while doing the fieldwork, the stimuli are presented to a speaker who has the grammar, but in order to present the findings to an audience that lacks knowledge of the grammar, you *have* to present the context along with the form; unlike with syntactical judgments.)","id":"1024083787100110851","avatar":"https://pbs.twimg.com/profile_images/850787853969870852/BVfLhIqQ_bigger.jpg","time":1532995576000,"replies":0}}],"tweet":{"images":[],"username":"linguistcarolyn","name":"Carolyn Anderson","bodyText":"Yeah, I was trying to point out we can't evaluate whether the meaning has been successfully learned without access to something other than the text, making it difficult (impossible?) to define a training objective for the DL system.","rtl":false,"bodyHtml":"Yeah, I was trying to point out we can't evaluate whether the meaning has been successfully learned without access to something other than the text, making it difficult (impossible?) to define a training objective for the DL system.","id":"1024082502724530177","avatar":"https://pbs.twimg.com/profile_images/850787853969870852/BVfLhIqQ_bigger.jpg","time":1532995269000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I think we might be taking slightly different view of \"text\" though --- in the fieldwork context, the text is being presented to a person who is competent in that language. I'm concerned with ML over text, without access to either grammar or meaning signal.","rtl":false,"bodyHtml":"I think we might be taking slightly different view of \"text\" though --- in the fieldwork context, the text is being presented to a person who is competent in that language. I'm concerned with ML over text, without access to either grammar or meaning signal.","id":"1024078165101047809","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532994235000,"replies":2}}],"tweet":{"images":[],"username":"linguistcarolyn","name":"Carolyn Anderson","bodyText":"The syntax of a sentence, on the other hand, can be evaluated without context.","rtl":false,"bodyHtml":"The syntax of a sentence, on the other hand, can be evaluated without context.","id":"1024076200338223104","avatar":"https://pbs.twimg.com/profile_images/850787853969870852/BVfLhIqQ_bigger.jpg","time":1532993767000,"replies":1}}],"tweet":{"images":[],"username":"linguistcarolyn","name":"Carolyn Anderson","bodyText":"Isn't this because meaning can't be evaluated from the text alone? Like, if all we get is the text, we won't even know whether the learner is successful, because evaluating meaning requires both a form and a context (why semantic fieldwork relies on judgments in context.)","rtl":false,"bodyHtml":"Isn't this because meaning can't be evaluated from the text alone? Like, if all we get is the text, we won't even know whether the learner is successful, because evaluating meaning requires both a form and a context (why semantic fieldwork relies on judgments in context.)","id":"1024072599792480256","avatar":"https://pbs.twimg.com/profile_images/850787853969870852/BVfLhIqQ_bigger.jpg","time":1532992908000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Maybe. Syntax is part of the form of the form:meaning pairing. \n\nPratically speaking, when we develop grammars for particular languages (in grammar engineering or syntax), we're leaning on the meaning side a lot. But that doesn't mean it has to be done that way.","rtl":false,"bodyHtml":"Maybe. Syntax is part of the form of the form:meaning pairing. \n\nPratically speaking, when we develop grammars for particular languages (in grammar engineering or syntax), we're leaning on the meaning side a lot. But that doesn't mean it has to be done that way.","id":"1024042520114651136","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532985737000,"replies":0}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Can it learn syntax?","rtl":false,"bodyHtml":"Can it learn syntax?","id":"1024042109349847040","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532985639000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"gchrupala","name":"Grzegorz Chrupała","bodyText":"\"If all the learner gets is text, the learner cannot learn grammar\". Works you also claim that?","rtl":false,"bodyHtml":"\"If all the learner gets is text, the learner cannot learn grammar\". Works you also claim that?","id":"1024042480810053634","avatar":"https://pbs.twimg.com/profile_images/741692775167582209/NZW8Ph-4_bigger.jpg","time":1532985727000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"ShlomoArgamon","name":"Shlomo Engelson Argamon","bodyText":"That is, the learner cannot then communicate with anyone. That is what meaning is about, and that is what LMs (and entailment) do not capture. Communication. \n\n#Semantics without communication isn't.","rtl":false,"bodyHtml":"That is, the learner cannot then communicate with anyone. That is what meaning is about, and that is what LMs (and entailment) do not capture. Communication. \n\n<a href=\"/hashtag/Semantics?src=hash\" data-query-source=\"hashtag_click\" class=\"twitter-hashtag pretty-link js-nav\" dir=\"ltr\"><s>#</s><b>Semantics</b></a> without communication isn't.","id":"1024049372491919360","avatar":"https://pbs.twimg.com/profile_images/1024352821309829120/1Snv5CQZ_bigger.jpg","time":1532987370000,"replies":0}},{"children":[],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"I think the reason I'm missing this point is that I don't understand how you would tell that a learner has learned meaning, under your definition.","rtl":false,"bodyHtml":"I think the reason I'm missing this point is that I don't understand how you would tell that a learner has learned meaning, under your definition.","id":"1024042513341050880","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532985735000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Hardly. My point here isn't that there needs to be logical forms in the input, but rather just the simple point (that everyone seems to miss) that if all the learner gets is text the learner cannot learn meaning.","rtl":false,"bodyHtml":"Hardly. My point here isn't that there needs to be logical forms in the input, but rather just the simple point (that everyone seems to miss) that if all the learner gets is text the learner cannot learn meaning.","id":"1024041833851015168","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532985573000,"replies":6}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"It almost seems like you'd only be satisfied with a training setup in which the system gets explicit logical formulas as part of the input. Would you also say that a grammar induction system is in principle incapable of learning grammar because the input doesn't have parse trees?","rtl":false,"bodyHtml":"It almost seems like you'd only be satisfied with a training setup in which the system gets explicit logical formulas as part of the input. Would you also say that a grammar induction system is in principle incapable of learning grammar because the input doesn't have parse trees?","id":"1024041092189224960","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532985396000,"replies":1}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Exactly.","rtl":false,"bodyHtml":"Exactly.","id":"1024042406264676357","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532985710000,"replies":0}},{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"Agreed! It's absurd as a framing of human language learning/representation (obviously very grounded), but does still let you deal with most of the meat of compositional semantics quite straightforwardly.","rtl":false,"bodyHtml":"Agreed! It's absurd as a framing of human language learning/representation (obviously very grounded), but does still let you deal with most of the meat of compositional semantics quite straightforwardly.","id":"1024046866470760448","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532986773000,"replies":0}}],"tweet":{"images":[],"username":"BayesForDays","name":"Cassandra Jacobs","bodyText":"This seems cognitively implausible but maybe that's not a relevant point here. I like the idea of entailment theoretically but in any human implementation the idea of entails seems impossible?","rtl":false,"bodyHtml":"This seems cognitively implausible but maybe that's not a relevant point here. I like the idea of entailment theoretically but in any human implementation the idea of entails seems impossible?","id":"1024045617247670273","avatar":"https://pbs.twimg.com/profile_images/1025504022227111936/2b43BRWe_bigger.jpg","time":1532986475000,"replies":1}},{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"Cf. all work on grammar and grammaticality.","rtl":false,"bodyHtml":"Cf. all work on grammar and grammaticality.","id":"1024045369720823810","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532986416000,"replies":0}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"Agreed. This isn't something I think we're good at doing _or_ good at evaluating yet, I just think it can be reasonable/productive to approach topics that could be considered 'semantics' using this definition of meaning.","rtl":false,"bodyHtml":"Agreed. This isn't something I think we're good at doing _or_ good at evaluating yet, I just think it can be reasonable/productive to approach topics that could be considered 'semantics' using this definition of meaning.","id":"1024045282798055425","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532986395000,"replies":1}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"Yes, but then you need a really strong evaluator to test that. Set tecognition is harder to evaluate than set generation, in this sense.","rtl":false,"bodyHtml":"Yes, but then you need a really strong evaluator to test that. Set tecognition is harder to evaluate than set generation, in this sense.","id":"1024044804295086080","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532986281000,"replies":1}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"Easier to frame it as a recognition function: The semantics is a function that evaluates a pair of sentences for entailment. (Just like the syntax is a function that evaluates a single sentence for acceptability.)","rtl":false,"bodyHtml":"Easier to frame it as a recognition function: The semantics is a function that evaluates a pair of sentences for entailment. (Just like the syntax is a function that evaluates a single sentence for acceptability.)","id":"1024044324563107840","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532986167000,"replies":2}}],"tweet":{"images":[],"username":"BayesForDays","name":"Cassandra Jacobs","bodyText":"But how could you enumerate all the entailed content? At what level do you stop specifying?","rtl":false,"bodyHtml":"But how could you enumerate all the entailed content? At what level do you stop specifying?","id":"1024042262567649280","avatar":"https://pbs.twimg.com/profile_images/1025504022227111936/2b43BRWe_bigger.jpg","time":1532985675000,"replies":2}}],"tweet":{"images":[],"username":"yoavgo","name":"(((ل()(ل() 'yoav))))","bodyText":"I’d agree there, but you need a *really comprehensive* set of entailed sentences, and I do not think we are anywhere near it yet, nor that it can be learned from forms alone.","rtl":false,"bodyHtml":"I’d agree there, but you need a *really comprehensive* set of entailed sentences, and I do not think we are anywhere near it yet, nor that it can be learned from forms alone.","id":"1024041710182170624","avatar":"https://pbs.twimg.com/profile_images/1431395997/profile_bigger.jpg","time":1532985544000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"IntuitMachine","name":"IntuitionMachine","bodyText":"I agree,  there's some residual semantics that can be inferred in a sentence and its surroundings.  Additional semantics can be gathered through language translations.  Throw in a semantic net and you'll get even more semantics.  So perhaps a good enough solution can be achieved.","rtl":false,"bodyHtml":"I agree,  there's some residual semantics that can be inferred in a sentence and its surroundings.  Additional semantics can be gathered through language translations.  Throw in a semantic net and you'll get even more semantics.  So perhaps a good enough solution can be achieved.","id":"1024042894972342272","avatar":"https://pbs.twimg.com/profile_images/922432805426130944/Zv5SABlH_bigger.jpg","time":1532985826000,"replies":0}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"I'd argue (again, taking the minority view in a category fight) that the set of sentences entailed by some sentence is one view of that sentence's _meaning_. That's something you could (at least hypothetically) learn without any kind of extrinsic meaning representation.","rtl":false,"bodyHtml":"I'd argue (again, taking the minority view in a category fight) that the set of sentences entailed by some sentence is one view of that sentence's _meaning_. That's something you could (at least hypothetically) learn without any kind of extrinsic meaning representation.","id":"1024041122178449410","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532985403000,"replies":2}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I haven't read the papers on ELMo, but if the input to the system is only the form and not accompanied by anything that relates to meaning (of some sort), then there is no way it is learning meaning because, as I keep saying it's not there in the input for it to learn.","rtl":false,"bodyHtml":"I haven't read the papers on ELMo, but if the input to the system is only the form and not accompanied by anything that relates to meaning (of some sort), then there is no way it is learning meaning because, as I keep saying it's not there in the input for it to learn.","id":"1024040311163510784","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532985210000,"replies":2}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"I don't think that ELMo has an especially rich treatment of semantics built in (our results so far haven't been too encouraging on that front), but I don't think that that possibility is ruled out in any important way by the choice of language modeling as the task.","rtl":false,"bodyHtml":"I don't think that ELMo has an especially rich treatment of semantics built in (our results so far haven't been too encouraging on that front), but I don't think that that possibility is ruled out in any important way by the choice of language modeling as the task.","id":"1024038229652250627","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532984714000,"replies":1}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Hadn't heard of it & will try to take a look (but I do have other work to do).\n\nBtw, what's with the 2017 arXiv cites that don't seem to correspond to published papers?","rtl":false,"bodyHtml":"Hadn't heard of it &amp; will try to take a look (but I do have other work to do).\n\nBtw, what's with the 2017 arXiv cites that don't seem to correspond to published papers?","id":"1025168828861317120","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533254270000,"replies":0}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"What do you think about DiscSent https://arxiv.org/abs/1705.00557 ? @sleepinyourhat","rtl":false,"bodyHtml":"What do you think about DiscSent <a href=\"https://t.co/I1secMlQN2\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://arxiv.org/abs/1705.00557\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://arxiv.org/abs/1705.00557\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">arxiv.org/abs/1705.00557</span><span class=\"invisible\"></span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span></span></a>? <a href=\"/sleepinyourhat\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"338526004\"><s>@</s><b>sleepinyourhat</b></a>","id":"1025166904066027520","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1533253811000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I think I would argue that a dataset that is carefully constructed to put hypotheses next to things that may or may not entail them (esp. if the T/F/neutral annotation is given) is more than just form as the input.","rtl":false,"bodyHtml":"I think I would argue that a dataset that is carefully constructed to put hypotheses next to things that may or may not entail them (esp. if the T/F/neutral annotation is given) is more than just form as the input.","id":"1025164337286078464","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253199000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Thanks for these!","rtl":false,"bodyHtml":"Thanks for these!","id":"1025164107836604416","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1533253144000,"replies":0}}],"tweet":{"images":[],"username":"brendan642","name":"brendan o'connor","bodyText":"(*Your Favorite Non-grounded Logical Form Semantics, a term we may need since AMR and ERS are such a small fraction of the space. e.g.\n\nhttp://www2.parc.com/isl/groups/nltt/papers/lfg06crouchking-PREPRINT.pdf …\nhttp://www.cs.jhu.edu/~vandurme/papers/VanDurmeSchubertSTEP08.pdf …\nhttp://cogcomp.org/papers/paper.pdf …\nhttps://arxiv.org/abs/1805.12386 \nhttps://ufal.mff.cuni.cz/pedt2.0/publications/t-man-en.pdf … )","rtl":false,"bodyHtml":"(*Your Favorite Non-grounded Logical Form Semantics, a term we may need since AMR and ERS are such a small fraction of the space. e.g.\n\n<a href=\"https://t.co/h1Qy5LKf6A\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://www2.parc.com/isl/groups/nltt/papers/lfg06crouchking-PREPRINT.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://www2.parc.com/isl/groups/nltt/papers/lfg06crouchking-PREPRINT.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">www2.parc.com/isl/groups/nlt</span><span class=\"invisible\">t/papers/lfg06crouchking-PREPRINT.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>\n<a href=\"https://t.co/Q4o5V5R4VM\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://www.cs.jhu.edu/~vandurme/papers/VanDurmeSchubertSTEP08.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://www.cs.jhu.edu/~vandurme/papers/VanDurmeSchubertSTEP08.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://www.</span><span class=\"js-display-url\">cs.jhu.edu/~vandurme/pape</span><span class=\"invisible\">rs/VanDurmeSchubertSTEP08.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>\n<a href=\"https://t.co/2jPEC3zrVQ\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://cogcomp.org/papers/paper.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://cogcomp.org/papers/paper.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">cogcomp.org/papers/paper.p</span><span class=\"invisible\">df</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>\n<a href=\"https://t.co/tZHOdpdFIA\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://arxiv.org/abs/1805.12386\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://arxiv.org/abs/1805.12386\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">arxiv.org/abs/1805.12386</span><span class=\"invisible\"></span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span></span></a>\n<a href=\"https://t.co/G8pgmvuxLH\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://ufal.mff.cuni.cz/pedt2.0/publications/t-man-en.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://ufal.mff.cuni.cz/pedt2.0/publications/t-man-en.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">ufal.mff.cuni.cz/pedt2.0/public</span><span class=\"invisible\">ations/t-man-en.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a> )","id":"1025131330802274305","avatar":"https://pbs.twimg.com/profile_images/280780289/437d092340f043dda761cfcbdace5d59_bigger.jpeg","time":1533245329000,"replies":1}}],"tweet":{"images":[],"username":"brendan642","name":"brendan o'connor","bodyText":"SNLI/MNLI don't do this, but you could make an RTE-structured dataset with highly structured NL hypotheses that are quite close to (conjuncts within) the ev sentence's AMR/ERS/*YFNGLFS logical forms. If you learn an LM to predict those, that sure seems like learning semantics.","rtl":false,"bodyHtml":"SNLI/MNLI don't do this, but you could make an RTE-structured dataset with highly structured NL hypotheses that are quite close to (conjuncts within) the ev sentence's AMR/ERS/*YFNGLFS logical forms. If you learn an LM to predict those, that sure seems like learning semantics.","id":"1025129748312338434","avatar":"https://pbs.twimg.com/profile_images/280780289/437d092340f043dda761cfcbdace5d59_bigger.jpeg","time":1533244952000,"replies":2}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"And once you accept that, the border between language modeling and entailment isn't all that sharp, plus there is clearly some benefit of transfer learning from one to the other.","rtl":false,"bodyHtml":"And once you accept that, the border between language modeling and entailment isn't all that sharp, plus there is clearly some benefit of transfer learning from one to the other.","id":"1024037951548911618","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532984648000,"replies":2}}],"tweet":{"images":[],"username":"sleepinyourhat","name":"Sam Bowman","bodyText":"I'd argue that it's possible to build a satisfying approach to semantics with only entailments and no grounding. This is a category fight, so I won't push to hard, but I'm not the only one—have a look at work on natural logic for some very formal attempts.","rtl":false,"bodyHtml":"I'd argue that it's possible to build a satisfying approach to semantics with only entailments and no grounding. This is a category fight, so I won't push to hard, but I'm not the only one—have a look at work on natural logic for some very formal attempts.","id":"1024037792018587649","avatar":"https://pbs.twimg.com/profile_images/661660345820286976/YFtLIXNN_bigger.jpg","time":1532984609000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"That said, my impression is that language modeling etc are much closer to the \"one linear projection away from linguist-approved representations\" state on purely lexical / purely inferential sem tasks. But this is not my area so I'll let @sleepinyourhat and @_shrdlu_ say more","rtl":false,"bodyHtml":"That said, my impression is that language modeling etc are much closer to the \"one linear projection away from linguist-approved representations\" state on purely lexical / purely inferential sem tasks. But this is not my area so I'll let <a href=\"/sleepinyourhat\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"338526004\"><s>@</s><b>sleepinyourhat</b></a> and <a href=\"/_shrdlu_\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"743696568939753475\"><s>@</s><b>_shrdlu_</b></a> say more","id":"1023960453351763968","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532966171000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"As in cousin, I just mean this in the (possibly uninteresting) sense: if all you demand from your theory of meaning is that it correctly predict entailment relationships between sentences, you can pose this as a \"guess the next token\" problem","rtl":false,"bodyHtml":"As in cousin, I just mean this in the (possibly uninteresting) sense: if all you demand from your theory of meaning is that it correctly predict entailment relationships between sentences, you can pose this as a \"guess the next token\" problem","id":"1023959216858456064","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532965876000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"What exactly do you mean by LM here? If we're talking about the same thing (learn from lots of unannotated text to predict what text comes next), this strikes me as a huge overclaim.","rtl":false,"bodyHtml":"What exactly do you mean by LM here? If we're talking about the same thing (learn from lots of unannotated text to predict what text comes next), this strikes me as a huge overclaim.","id":"1023945166099369990","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532962526000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"or an inference-driven one for that matter","rtl":false,"bodyHtml":"or an inference-driven one for that matter","id":"1023732143166377984","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532911737000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Not entirely serious, but I think it's the account of meaning where you would most expect LMs to be inadequate. Seems likely to me that an ideal language model could already be made to do everything you want in a model of lexical semantics.","rtl":false,"bodyHtml":"Not entirely serious, but I think it's the account of meaning where you would most expect LMs to be inadequate. Seems likely to me that an ideal language model could already be made to do everything you want in a model of lexical semantics.","id":"1023732042997985280","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532911713000,"replies":1}}],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"That's a very limited take on the subject. Is lexical semantics not also meaning?","rtl":false,"bodyHtml":"That's a very limited take on the subject. Is lexical semantics not also meaning?","id":"1023730890558648326","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532911438000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Lewis: \"semantics with no treatment of truth conditions is not semantics\" ","rtl":false,"bodyHtml":"Lewis: \"semantics with no treatment of truth conditions is not semantics\" <img class=\"Emoji Emoji--forText\" src=\"https://abs.twimg.com/emoji/v2/72x72/1f61c.png\" draggable=\"false\" alt=\"😜\" title=\"Visage tirant la langue et faisant un clin d'œil\" aria-label=\"Emoji: Visage tirant la langue et faisant un clin d'œil\">","id":"1023730725718130689","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532911399000,"replies":1}}],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"So, you are equating meaning with truth-conditional semantics?","rtl":false,"bodyHtml":"So, you are equating meaning with truth-conditional semantics?","id":"1023726596795125760","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532910415000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"suppose I find that there's some super simple model that takes these (pre-trained) representations and reliably transforms them into linguist-approved logical forms. Then we might argue that the LM representations are already representations of these logical forms...","rtl":false,"bodyHtml":"suppose I find that there's some super simple model that takes these (pre-trained) representations and reliably transforms them into linguist-approved logical forms. Then we might argue that the LM representations are already representations of these logical forms...","id":"1023725874166738944","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532910242000,"replies":2}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"If I train a language model, the representations that come out of that language model don't \"have truth conditions\", in the sense that I can immediately evaluate them against world models or apply logical transformations to them. However,","rtl":false,"bodyHtml":"If I train a language model, the representations that come out of that language model don't \"have truth conditions\", in the sense that I can immediately evaluate them against world models or apply logical transformations to them. However,","id":"1023725246577135618","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532910093000,"replies":1}}],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"Isn't this an overly restrictive notion of meaning? Certainly, some aspects of meaning can be obtained from just the forms...","rtl":false,"bodyHtml":"Isn't this an overly restrictive notion of meaning? Certainly, some aspects of meaning can be obtained from just the forms...","id":"1023720551297294336","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532908973000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":"The question to me was: under what conditions (what input, learning bias, ..?) can ML models learn semantics? And then, what kind of semantics would that be? (Eg., how similar would it be to our understanding of what’s yellow or the taste of an apple; How similar do we want it?)","rtl":false,"bodyHtml":"The question to me was: under what conditions (what input, learning bias, ..?) can ML models learn semantics? And then, what kind of semantics would that be? (Eg., how similar would it be to our understanding of what’s yellow or the taste of an apple; How similar do we want it?)","id":"1024026644141535238","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1532981952000,"replies":0}}],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":"I sympathize with your rant about ML people making unbased claims about dev psy.  That was not my claim. However, I do think it’s possible to sometimes learn something about learning from ML work (& stat revolution in general). +","rtl":false,"bodyHtml":"I sympathize with your rant about ML people making unbased claims about dev psy. <img class=\"Emoji Emoji--forText\" src=\"https://abs.twimg.com/emoji/v2/72x72/1f632.png\" draggable=\"false\" alt=\"😲\" title=\"Visage étonné\" aria-label=\"Emoji: Visage étonné\"> That was not my claim. However, I do think it’s possible to sometimes learn something about learning from ML work (&amp; stat revolution in general). +","id":"1024025150176612353","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1532981595000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I don't buy neural nets as reasonable models of human cognition. Actual interdisciplinary work with developmental psychologists could convince me otherwise, but no amount of ML people over-claiming about babies in their paper intros will.","rtl":false,"bodyHtml":"I don't buy neural nets as reasonable models of human cognition. Actual interdisciplinary work with developmental psychologists could convince me otherwise, but no amount of ML people over-claiming about babies in their paper intros will.","id":"1024023368922673152","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532981171000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"What is the question you're asking where you want to say \"emotional feedback should be viewed as grounding/reinforcement learning\"? Because if the question is one about actual humans doing actual L1 acquisition, I say no it really shouldn't be.","rtl":false,"bodyHtml":"What is the question you're asking where you want to say \"emotional feedback should be viewed as grounding/reinforcement learning\"? Because if the question is one about actual humans doing actual L1 acquisition, I say no it really shouldn't be.","id":"1024023109593051137","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532981109000,"replies":1}}],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":"That’s all fine to me; I include (perhaps too sloppily?) the attention, motivation, & emotional need in the learning bias.  Emotional feedback should be probably viewed as part of the grounding / “reinforcement learning”.","rtl":false,"bodyHtml":"That’s all fine to me; I include (perhaps too sloppily?) the attention, motivation, &amp; emotional need in the learning bias.  Emotional feedback should be probably viewed as part of the grounding / “reinforcement learning”.","id":"1023950065403142145","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1532963694000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I don't have time to do the digging right now, but I know there is an extensive literature on how babies attend to what the people around them are interested in. There is also at least one study showing that kids do not learn an L2 from TV/radio exposure alone.","rtl":false,"bodyHtml":"I don't have time to do the digging right now, but I know there is an extensive literature on how babies attend to what the people around them are interested in. There is also at least one study showing that kids do not learn an L2 from TV/radio exposure alone.","id":"1023943787658137600","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532962197000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I am not a child language acquisition specialist, and so I am not in a position to make many claims about how to model human language learning with neural nets. But I can tell you that if the machine only sees form or even only form + photos, meaning is not in the signal.","rtl":false,"bodyHtml":"I am not a child language acquisition specialist, and so I am not in a position to make many claims about how to model human language learning with neural nets. But I can tell you that if the machine only sees form or even only form + photos, meaning is not in the signal.","id":"1023943529549029382","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532962136000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"When kids/babies come up in a discussion of ML, it's usually a sign that things are about to go off the rails, but here goes: Human language learning is not only grounded in observations of the environment. It is also supported by joint attention and emotional feedback.","rtl":false,"bodyHtml":"When kids/babies come up in a discussion of ML, it's usually a sign that things are about to go off the rails, but here goes: Human language learning is not only grounded in observations of the environment. It is also supported by joint attention and emotional feedback.","id":"1023943256499879937","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532962070000,"replies":1}}],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":"But explicit meaning reps (say some logical forms) wld also not reveal the taste/meaning of apple or yellow. so perhaps it boils down to ur desired meaning rep + learning bias?","rtl":false,"bodyHtml":"But explicit meaning reps (say some logical forms) wld also not reveal the taste/meaning of apple or yellow. so perhaps it boils down to ur desired meaning rep + learning bias?","id":"1023738545113055232","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1532913263000,"replies":1}}],"tweet":{"images":[],"username":"yuvalmarton","name":"Yuval Marton","bodyText":".@emilymbender assuming we agree that child is not provided with meaning reps for learning L1. So we have to learn it from form (in sequence) + grounding (observations of env near L1 utterances). I think ur saying learning is impossible w/out explicit meaning reps *or* grounding+","rtl":false,"bodyHtml":".<a href=\"/emilymbender\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"172179385\"><s>@</s><b>emilymbender</b></a> assuming we agree that child is not provided with meaning reps for learning L1. So we have to learn it from form (in sequence) + grounding (observations of env near L1 utterances). I think ur saying learning is impossible w/out explicit meaning reps *or* grounding+","id":"1023737259198177287","avatar":"https://abs.twimg.com/sticky/default_profile_images/default_profile_bigger.png","time":1532912957000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Depends on what you mean by \"grounded\" --- I think if the training data includes form + some representation of meaning or intent, then the machine has a chance to learn that aspect of meaning.","rtl":false,"bodyHtml":"Depends on what you mean by \"grounded\" --- I think if the training data includes form + some representation of meaning or intent, then the machine has a chance to learn that aspect of meaning.","id":"1023716259244867585","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532907950000,"replies":2}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"If it is then your argument is more general than language modeling; any non-grounded task would have this property, right?","rtl":false,"bodyHtml":"If it is then your argument is more general than language modeling; any non-grounded task would have this property, right?","id":"1023714915142565888","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532907630000,"replies":1}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"I had a conversation yesterday about what congenitally blind individuals know about the visual properties of objects (e.g. colors). I suppose you can say they know certain objects are yellow but they don't know what yellow *means*. Is this what you have in mind?","rtl":false,"bodyHtml":"I had a conversation yesterday about what congenitally blind individuals know about the visual properties of objects (e.g. colors). I suppose you can say they know certain objects are yellow but they don't know what yellow *means*. Is this what you have in mind?","id":"1023714465865453576","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532907523000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"*interested in","rtl":false,"bodyHtml":"*interested in","id":"1023714308813815808","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532907485000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I am not interesting LM for LM sake --- I'm saying that if the \"embeddings\" that are sold as a representation of sentence (meaning) are learned in the context of an LM task they can't possibly represent meaning.","rtl":false,"bodyHtml":"I am not interesting LM for LM sake --- I'm saying that if the \"embeddings\" that are sold as a representation of sentence (meaning) are learned in the context of an LM task they can't possibly represent meaning.","id":"1023713320598089728","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532907249000,"replies":2}}],"tweet":{"images":[],"username":"tallinzen","name":"Tal Linzen","bodyText":"But could it behave as if it has learned meaning? Or do you think there are certain word predictions that are impossible to get right without real meaning?","rtl":false,"bodyHtml":"But could it behave as if it has learned meaning? Or do you think there are certain word predictions that are impossible to get right without real meaning?","id":"1023713090209304577","avatar":"https://pbs.twimg.com/profile_images/654581754184003584/dWs1BGoE_bigger.jpg","time":1532907195000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"It doesn't matter how much of the form side of the form:meaning pairing you feed your neural net; if you feed it only form it will never learn meaning.","rtl":false,"bodyHtml":"It doesn't matter how much of the form side of the form:meaning pairing you feed your neural net; if you feed it only form it will never learn meaning.","id":"1023712289558413312","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532907004000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"deliprao","name":"Delip Rao","bodyText":"What if it passes for Searle’s Chinese Room version of meaning?","rtl":false,"bodyHtml":"What if it passes for Searle’s Chinese Room version of meaning?","id":"1024023774427934720","avatar":"https://pbs.twimg.com/profile_images/2252894279/image_bigger.jpg","time":1532981267000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I think that depends on what you mean by LM. If it's just: here's a bunch of sequences of words, learn to guess which word comes next this. is. no. access. to. meaning.","rtl":false,"bodyHtml":"I think that depends on what you mean by LM. If it's just: here's a bunch of sequences of words, learn to guess which word comes next this. is. no. access. to. meaning.","id":"1023712154115919872","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532906971000,"replies":2}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"I also don't think it's obvious that you can't get meaning representations out of an LM--definitely possible to design language modeling tasks that require something like logical inference. But hard to separate syntax from semantics even if they're both there","rtl":false,"bodyHtml":"I also don't think it's obvious that you can't get meaning representations out of an LM--definitely possible to design language modeling tasks that require something like logical inference. But hard to separate syntax from semantics even if they're both there","id":"1023665195132940288","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532895775000,"replies":1}}],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"RTE inter alia.","rtl":false,"bodyHtml":"RTE inter alia.","id":"1023662787954974720","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532895202000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"More here: https://jsalt18-sentence-repl.github.io/ ","rtl":false,"bodyHtml":"More here: <a href=\"https://t.co/8P46v41wCb\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://jsalt18-sentence-repl.github.io/\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://jsalt18-sentence-repl.github.io/\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">jsalt18-sentence-repl.github.io</span><span class=\"invisible\">/</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span></span></a>","id":"1023662886210727936","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532895225000,"replies":0}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"What’s the task the encodings are learned from? If it’s language modeling, that’s *not* a representation of meaning.","rtl":false,"bodyHtml":"What’s the task the encodings are learned from? If it’s language modeling, that’s *not* a representation of meaning.","id":"1023662310697590784","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532895088000,"replies":2}}],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"Really? Check out this:https://www.clsp.jhu.edu/workshops/18-workshop/general-purpose-sentence-representation-learning/ …","rtl":false,"bodyHtml":"Really? Check out this:<a href=\"https://t.co/WWPqzsN3bA\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://www.clsp.jhu.edu/workshops/18-workshop/general-purpose-sentence-representation-learning/\" class=\"twitter-timeline-link u-hidden\" target=\"_blank\" title=\"https://www.clsp.jhu.edu/workshops/18-workshop/general-purpose-sentence-representation-learning/\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://www.</span><span class=\"js-display-url\">clsp.jhu.edu/workshops/18-w</span><span class=\"invisible\">orkshop/general-purpose-sentence-representation-learning/</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1023661743426416640","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532894953000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Are sentence embeddings \"meaning representations\"? Most of the work I've seen is more about syntactic phenomena","rtl":false,"bodyHtml":"Are sentence embeddings \"meaning representations\"? Most of the work I've seen is more about syntactic phenomena","id":"1023661530749923328","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532894902000,"replies":2}}],"tweet":{"images":[],"username":"_shrdlu_","name":"Ryan D. Cotterell","bodyText":"Isn't this what most of the sentence embedding work is doing? I thought it was becoming a well-explored topic by now.","rtl":false,"bodyHtml":"Isn't this what most of the sentence embedding work is doing? I thought it was becoming a well-explored topic by now.","id":"1023657684028022786","avatar":"https://pbs.twimg.com/profile_images/989002084367392769/W7MjWw-9_bigger.jpg","time":1532893985000,"replies":1}},{"children":[{"children":[],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"I mean the meaning conventionally associated with linguistic form that is built up compositionally -- what's sometimes called sentence meaning. I need to read @ChrisGPotts 's paper though :)","rtl":false,"bodyHtml":"I mean the meaning conventionally associated with linguistic form that is built up compositionally -- what's sometimes called sentence meaning. I need to read <a href=\"/ChrisGPotts\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"408714449\"><s>@</s><b>ChrisGPotts</b></a> 's paper though :)","id":"1023944002276536320","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532962248000,"replies":0}}],"tweet":{"images":[],"username":"BayesForDays","name":"Cassandra Jacobs","bodyText":"As a psychologist I'm perplexed by the idea of \"linguistic meaning\" -- but do you mean meaning in the logical forms sense as well, too?","rtl":false,"bodyHtml":"As a psychologist I'm perplexed by the idea of \"linguistic meaning\" -- but do you mean meaning in the logical forms sense as well, too?","id":"1023744911911280641","avatar":"https://pbs.twimg.com/profile_images/1025504022227111936/2b43BRWe_bigger.jpg","time":1532914781000,"replies":1}}],"tweet":{"images":[],"username":"emilymbender","name":"Emily M. Bender","bodyText":"Thanks -- really interesting! It's good to see ML work that takes the notion of meaning seriously. \n\nI think a next important question is whether any end-to-end tasks involving natural language are leaning anything about *linguistic meaning* that is transferable to other tasks.","rtl":false,"bodyHtml":"Thanks -- really interesting! It's good to see ML work that takes the notion of meaning seriously. \n\nI think a next important question is whether any end-to-end tasks involving natural language are leaning anything about *linguistic meaning* that is transferable to other tasks.","id":"1023650372995313664","avatar":"https://pbs.twimg.com/profile_images/952722635305009152/5E-c0x1C_bigger.jpg","time":1532892242000,"replies":2}},{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"But I don't have great intuition for what's going on there","rtl":false,"bodyHtml":"But I don't have great intuition for what's going on there","id":"1023666379956748288","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532896058000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"I think something totally different (and entirely driven by lexical semantics) is going on in the unsupervised MT work","rtl":false,"bodyHtml":"I think something totally different (and entirely driven by lexical semantics) is going on in the unsupervised MT work","id":"1023666321433608192","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532896044000,"replies":1}}],"tweet":{"images":[],"username":"b_niranjan","name":"Niranjan","bodyText":"Loved this! How would you characterize the probing tasks (Conneau at el, 2018)? Are they examples of auxiliary objectives you argue for?","rtl":false,"bodyHtml":"Loved this! How would you characterize the probing tasks (Conneau at el, 2018)? Are they examples of auxiliary objectives you argue for?","id":"1023251181982937094","avatar":"https://pbs.twimg.com/profile_images/962524516936171525/T4HIraCZ_bigger.jpg","time":1532797067000,"replies":1}},{"children":[{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"adamgreatkind","name":"Adam Goodkind","bodyText":"Thanks! No rush. Planning on leading a discussion in Klinton Bicknell's lab next week, alongside this short commentary from Chris Potts http://web.stanford.edu/~cgpotts/temp/pater-commentary-by-potts.pdf …","rtl":false,"bodyHtml":"Thanks! No rush. Planning on leading a discussion in Klinton Bicknell's lab next week, alongside this short commentary from Chris Potts <a href=\"https://t.co/mLRlJu5q7O\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://web.stanford.edu/~cgpotts/temp/pater-commentary-by-potts.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://web.stanford.edu/~cgpotts/temp/pater-commentary-by-potts.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">web.stanford.edu/~cgpotts/temp/</span><span class=\"invisible\">pater-commentary-by-potts.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025193022584176640","avatar":"https://pbs.twimg.com/profile_images/763830988040437761/1sGMKkDG_bigger.jpg","time":1533260038000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"if you need before then source is here: https://github.com/jacobandreas/blog/blob/gh-pages/_posts/2018-07-27-meaning-belief.md …","rtl":false,"bodyHtml":"if you need before then source is here: <a href=\"https://t.co/GuhsDPUjbF\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://github.com/jacobandreas/blog/blob/gh-pages/_posts/2018-07-27-meaning-belief.md\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://github.com/jacobandreas/blog/blob/gh-pages/_posts/2018-07-27-meaning-belief.md\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">github.com/jacobandreas/b</span><span class=\"invisible\">log/blob/gh-pages/_posts/2018-07-27-meaning-belief.md</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1025171416147054593","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533254887000,"replies":1}}],"tweet":{"images":[],"username":"adamgreatkind","name":"Adam Goodkind","bodyText":"Thank you for doing that. My pleasure","rtl":false,"bodyHtml":"Thank you for doing that. My pleasure","id":"1025169524306468864","avatar":"https://pbs.twimg.com/profile_images/763830988040437761/1sGMKkDG_bigger.jpg","time":1533254435000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"will fix by this weekend---thanks for catching this!","rtl":false,"bodyHtml":"will fix by this weekend---thanks for catching this!","id":"1025159122151329793","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1533251955000,"replies":1}}],"tweet":{"images":[],"username":"adamgreatkind","name":"Adam Goodkind","bodyText":"Mundane question about your blog post: Is there a way to print your blog post so that the notes in the margin also print?","rtl":false,"bodyHtml":"Mundane question about your blog post: Is there a way to print your blog post so that the notes in the margin also print?","id":"1025150359424192514","avatar":"https://pbs.twimg.com/profile_images/763830988040437761/1sGMKkDG_bigger.jpg","time":1533249866000,"replies":1}},{"children":[{"children":[{"children":[{"children":[],"tweet":{"images":[],"username":"996roma","name":"Roma Patel","bodyText":"if you haven't read this already: https://arxiv.org/pdf/1709.08568.pdf …","rtl":false,"bodyHtml":"if you haven't read this already: <a href=\"https://t.co/0bI57iVJg6\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"https://arxiv.org/pdf/1709.08568.pdf\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"https://arxiv.org/pdf/1709.08568.pdf\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">https://</span><span class=\"js-display-url\">arxiv.org/pdf/1709.08568</span><span class=\"invisible\">.pdf</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1023760830771261442","avatar":"https://pbs.twimg.com/profile_images/987188846747160576/qqHRjdrs_bigger.jpg","time":1532918577000,"replies":0}}],"tweet":{"images":[],"username":"996roma","name":"Roma Patel","bodyText":"right, or just learning another generative model to model an abstract state space i.e., transform any learned representation in a context-specific/speaker-centric way?","rtl":false,"bodyHtml":"right, or just learning another generative model to model an abstract state space i.e., transform any learned representation in a context-specific/speaker-centric way?","id":"1023760680829124608","avatar":"https://pbs.twimg.com/profile_images/987188846747160576/qqHRjdrs_bigger.jpg","time":1532918541000,"replies":1}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Having to pre-commit to a state representation is definitely a limitation, but could probably get around it by turning that into another latent var","rtl":false,"bodyHtml":"Having to pre-commit to a state representation is definitely a limitation, but could probably get around it by turning that into another latent var","id":"1023667018044588032","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532896210000,"replies":1}}],"tweet":{"images":[],"username":"996roma","name":"Roma Patel","bodyText":"but having aspects/dimensions in a representation that correspond to distinct types of language understanding confines you to a set of non-expandable concepts/states? or do you think this is not a constraint at all?","rtl":false,"bodyHtml":"but having aspects/dimensions in a representation that correspond to distinct types of language understanding confines you to a set of non-expandable concepts/states? or do you think this is not a constraint at all?","id":"1023321335563517953","avatar":"https://pbs.twimg.com/profile_images/987188846747160576/qqHRjdrs_bigger.jpg","time":1532813793000,"replies":1}},{"children":[],"tweet":{"images":[],"username":"_ciudadano72","name":"José Luis ●○","bodyText":"c.c @EldarSilver","rtl":false,"bodyHtml":"c.c <a href=\"/EldarSilver\" class=\"twitter-atreply pretty-link js-nav\" dir=\"ltr\" data-mentioned-user-id=\"240722531\"><s>@</s><b>EldarSilver</b></a>","id":"1023496904741740544","avatar":"https://pbs.twimg.com/profile_images/1025628792616824834/Oj5b3K3O_bigger.jpg","time":1532855652000,"replies":0}}],"tweet":{"images":[],"username":"jacobandreas","name":"Jacob Andreas","bodyText":"Some thoughts on meaning representations in models without logical forms: http://blog.jacobandreas.net/meaning-belief.html …","rtl":false,"bodyHtml":"Some thoughts on meaning representations in models without logical forms: <a href=\"https://t.co/NMrgGde4Pa\" rel=\"nofollow noopener\" dir=\"ltr\" data-expanded-url=\"http://blog.jacobandreas.net/meaning-belief.html\" class=\"twitter-timeline-link\" target=\"_blank\" title=\"http://blog.jacobandreas.net/meaning-belief.html\"><span class=\"tco-ellipsis\"></span><span class=\"invisible\">http://</span><span class=\"js-display-url\">blog.jacobandreas.net/meaning-belief</span><span class=\"invisible\">.html</span><span class=\"tco-ellipsis\"><span class=\"invisible\">&nbsp;</span>…</span></a>","id":"1023246560082063366","avatar":"https://pbs.twimg.com/profile_images/974761475221803009/StunCulc_bigger.jpg","time":1532795965000,"replies":5}});</script>
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